{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initialize hikyuu_2.6.3_202505292050_RELEASE_macosx_arm64 ...\n",
      "2025-05-30 16:46:20.499 [HKU-I] - current python version: 3.12.7 (main.cpp:68)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-05-30 16:46:22,163 [INFO] runing in interactive session [<module>] (/Users/fasiondog/workspace/hikyuu/hikyuu/__init__.py:96) [hikyuu::hku_info]\n",
      "2025-05-30 16:46:22,164 [INFO] running in jupyter [<module>] (/Users/fasiondog/workspace/hikyuu/hikyuu/__init__.py:103) [hikyuu::hku_info]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current plugin path: /Users/fasiondog/.hikyuu/plugin\n",
      "2025-05-30 16:46:22.166 [HKU-I] - Using SQLITE3 BaseInfoDriver (BaseInfoDriver.cpp:57)\n",
      "2025-05-30 16:46:22.167 [HKU-I] - Loading market information... (StockManager.cpp:497)\n",
      "2025-05-30 16:46:22.167 [HKU-I] - Loading stock type information... (StockManager.cpp:515)\n",
      "2025-05-30 16:46:22.168 [HKU-I] - Loading stock information... (StockManager.cpp:417)\n",
      "2025-05-30 16:46:22.219 [HKU-I] - Loading stock weight... (StockManager.cpp:533)\n",
      "2025-05-30 16:46:22.324 [HKU-I] - Loading block... (StockManager.cpp:120)\n",
      "2025-05-30 16:46:22.459 [HKU-I] - Loading KData... (StockManager.cpp:124)\n",
      "2025-05-30 16:46:22.459 [HKU-I] - Preloading day kdata to buffer (max: 100000)! (StockManager.cpp:170)\n",
      "2025-05-30 16:46:22.460 [HKU-I] - 0.29s Loaded Data. (StockManager.cpp:132)\n",
      "2025-05-30 16:46:22.460 [HKU-I] - Start spot agent. (SpotAgent.cpp:38)\n",
      "CPU times: user 2.34 s, sys: 1.47 s, total: 3.8 s\n",
      "Wall time: 2.08 s\n"
     ]
    }
   ],
   "source": [
    "# %matplotlib inline\n",
    "%time from hikyuu.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  1 绘制指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = sm['sz000001']\n",
    "k = s.get_kdata(Query(-200))\n",
    "\n",
    "\n",
    "#抽取K线收盘价指标，一般指标计算参数只能是指标类型，所以必须先将K线数据生成指标类型\n",
    "c = CLOSE(k)\n",
    "\n",
    "#计算收盘价的EMA指标\n",
    "a = EMA(c)\n",
    "\n",
    "#绘制指标\n",
    "c.plot(legend_on=True)\n",
    "a.plot(new=False, legend_on=True)\n",
    "\n",
    "#绘制柱状图\n",
    "a.bar()\n",
    "\n",
    "#修正下柱状图，使其更美观\n",
    "PRICELIST([x-9 for x in a]).bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 指标（Indicator）\n",
    "\n",
    "在 Hikyuu 中，Indicator 的实例是用于计算的主要数据结构，一般 ind（如无说明，ind代表Indicator的实例）计算的参数为另一个ind，如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
    "\n",
    "## 2.1 特殊的Indicator\n",
    "\n",
    "其中存在一类特殊的Indicator，用于将K线数据或普通数组转换为ind，才能供其他ind进行计算，如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k is a instance of KData:\n",
      " KData{\n",
      "  size : 200\n",
      "  stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-04-03 00:00:00, +infinity),\n",
      "  query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
      "}\n",
      "--------------------------\n",
      "\n",
      "kind is a instance of Indicator:\n",
      " Indicator{\n",
      "  name: KDATA\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 6\n",
      "  params: params[kdata(KData): SZ000001, kpart(string): KDATA, ]\n",
      "  support indicator param: False\n",
      "  formula: KDATA\n",
      "  values: [10.1, 10.08, 10.25, ..., 11.45, 11.5, 11.52]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "print(\"k is a instance of KData:\\n\", k)\n",
    "print(\"--------------------------\\n\")\n",
    "\n",
    "kind = KDATA(k)\n",
    "print(\"kind is a instance of Indicator:\\n\", kind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result_num:  6\n",
      "Indicator{\n",
      "  name: IndicatorImp\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  support indicator param: False\n",
      "  formula: IndicatorImp\n",
      "  values: [10.1, 10.08, 10.25, ..., 11.45, 11.5, 11.52]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#获取 ind 的结果集数量，如MACD通常返回3个结果集\n",
    "r = kind.get_result_num()\n",
    "print(\"result_num: \", r)\n",
    "\n",
    "#获取第一个结果集\n",
    "x = kind.get_result(0)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#以下效果相同\n",
    "c1 = CLOSE(k)\n",
    "c2 = KDATA_PART(k, 'close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Indicator{\n",
      "  name: PRICELIST\n",
      "  size: 100\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[data(PriceList): 100, discard(int): 0, kdata(KData): Null, ]\n",
      "  support indicator param: False\n",
      "  formula: PRICELIST\n",
      "  values: [0, 1, 2, ..., 97, 98, 99]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "x = PRICELIST([i for i in range(100)])\n",
    "print(len(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Indicator的特性与参数\n",
    "\n",
    "每一个指标函数，如EMA、HHV，调用后生成一个ind对象，该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind，都是立刻进行计算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EQ\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  support indicator param: False\n",
      "  formula: EMA(CLOSE) == EMA(CLOSE)\n",
      "  values: [1, 1, 1, ..., 1, 1, 1]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "e1 = EMA(CLOSE(k), n=5)\n",
    "e2 = e1(CLOSE(k))\n",
    "e3 = e2\n",
    "print(e1 == e2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除在指标函数中指定参数外，可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后，ind 本身并不会发生变化，需要调用生成新的 ind，新的 ind 才是使用新参数计算的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EMA\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, n(int): 22, ]\n",
      "  support indicator param: True\n",
      "  ind params: {}\n",
      "  formula: EMA(CLOSE)\n",
      "  values: [10.08, 10.0965, 10.1116, ..., 11.3035, 11.3232, 11.3351]\n",
      "}\n",
      "22\n"
     ]
    },
    {
     "data": {
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vvvuOihUrUq5cOUaPHs25c+cAcHFxQa/X4+joiKOjI+np6cycOZMhQ4bg4+NDq1ataN++vWl7R0dHU2+H/z7u1alTJ+rWrcv27dvZtWtXTi81rq6ugNaymZCQwPjx4/nggw8oVaoU9erVo3fv3qZY3NzcTF9tbGzw9vbm559/pmXLlpQoUYLhw4fj4+Nj2j4wMDDLNZ04cSJLlizB19eXefPm0bt3b3x8fPjpp5+yxDZlyhQCAgJYunSpKVkESE5OxsbGJtO2NjY2JCUlPXR9cnKy6fX91me3Dnjg+oxz54UaNWoQEBBgeu3l5cWXX36Jr68vY8eOxcnJiUOHDgHc97OSXWL8559/8uWXXzJ+/PgsPToMBgP9+/cnOjqad99917S8atWqKKUIDAzMmzebjXbt2nHkyBHGjh3Lnj17SE9PB+Dzzz+nTp06mW4QCCGEEEKI/PVETar36wLdqlWrLOuyW/btt9/e99jVqlXLcXXfJ2VnZUHQZx0fvmEenftRfPbZZ7zwwguZlmXXctW+fXvCw8M5fvw4ZcqUISAggA4dOnDkyJFM2y1btoymTZuaEtSePXvyxRdfsHLlSgYMGEB0dDQGgyFLN+Z///2XXbt20bBhQ1OiCRASEsInn3xiel25cmWcnZ1Nr1977TX+/PNPdu/eTVBQEAcPHiQtLS3b91qhQgVsbW359ttvCQgI4OTJk5w4cYJBgwYB2o2H7KquA9y6dSvTtVi8eDE9e/Zk2LBhHD9+HHt7+2z3u1fGXO3Ozs54eXnRv39/5syZw4EDBwgKCuLo0aM0bdo0231btWrF4cOHmTBhAseOHePIkSNcu3aN1NRUQOtOX7NmzSz7DRgwgAEDBhAREcHGjRuZMWMGI0aMoHbt2tSvXx/QEvUJEyYwadIkateunWl/W1tboqKiMi1LSUkxtXja2tqakup71zs7O5uS9uzW29nZoZTKdh2AnZ3dQ8+dF9zd3blx44bpta+vb6b1bm5uphgzbp78V79+/Zg9e7bp9d9//02/fv0YMmRIlqkOjUYjw4YNY+3atfz999+UKFHCtE6v1+Pm5pYpnrxWqlQpSpUqxZQpU6hVqxZLliyhYcOGzJ07l+PHj+dbHEIIIYQQIqt860ZekOl0ulzvyp1X3N3d8fPze+h29vb2tG/fnjVr1lCuXDnatGmTqQUUIDo6ms2bN2M0GrOsW7x4MQMGDDC9zpjiKIOzszMrV66kS5cuzJ8/n5dffhnQrqWlZeZrmdEyaDAYaNmyJQkJCfTu3ZtOnTqRlJRE7969s30PGWOku3btSosWLRg7dixff/21af1nn33G+++//9BrsXDhQnQ6HTNnzqRatWqMGzeO77777qH7HTt2DGtraypVqsTly5epV68e/v7+dOjQgeHDh7NmzZpMrar3mj17NuPGjWPw4MH07NmTr776ihYtWmTa5t5rGhgYyNKlS03d4j09PRk0aBB9+vShfPny7Nixg/r165OcnMyAAQNo1KhRtlPhlSxZkhMnTmRaFhYWZureXbJkSdM483vX165dm+LFi2NjY8P169dNre6pqalERUVRsmRJlFJER0eTlpZmusETFhaGra0txYsXf+i588J/h0X89zXcvSl4vxbne1u2V69eTZ8+fXjppZeYN29epu0MBgMDBw5k1apV/Pnnn6Zx8g87f17Yvn07JUuWpFKlSqZllStX5tChQ1y+fJmYmBiqVKkCYGrtdnV1Zfbs2fTr1y9fYhRCCCGEeNoVjgxTPJbnnnuOefPm4evrm2WcLmhdZY1GI3v37s1UsGnBggV8/fXXXLt2DW9vbywtLYmOjs60b/Xq1WnevDkff/wx48aNo1evXhQrVozq1asTEBBAp06dAG2McEZr54kTJ9i3bx9RUVEUL14cIMuY63vH7y9dupRWrVqxbNkyQEuaTp06Rb169QByXDAvI/kvVaoUX3zxBWPHjqV3797ZFovLoJRi4cKFdO3aFRsbG1auXIm3tzfr1683bTNlypRs4watqNynn37KO++8A0BkZGSmFk9vb+9M1zQpKYmvv/6agQMHUqtWLdNyGxsbU3E40OaTv3LlCuvWrTPVPrhXo0aNmDx5MomJiaau/bt37zbNad2oUSNTQTrQusgfPXqUSZMmodfr8ff3Z/fu3bRp0wbQhn9YW1tTu3ZtlFJYWlqyb98+WrZsaTq2v78/Op3uoefOCzdv3sx2iEN2HnaTau/evfTp04ehQ4cyZ86cLN/TN998k9WrV7Nu3bpsE22lFDExMXh6euY4/sc1depUypUrx6xZswDtRkBgYCDDhw/n1VdfZfDgwaZt9+/fT9++fQkMDMyTApNCCCGEECJ7Zq1GLh5dQkICUVFRWR7ZjYvt2rUrR44cYfPmzZmqXmdYtmwZnTp1omHDhlSpUsX0eOutt9Dr9SxduhS9Xk+9evWytFhmGDt2LG5ubnz44YcAvP3220yfPp3169cTHBzMiBEjTK19Hh4e6PV6li9fzpUrV1i2bJkpYc3oXm1vb09ISAgxMTF4e3ubumCHhITw+uuvExwcbNr2cYwePZoGDRowdOjQTNcsNjaWqKgowsPDOXbsGEOHDiUwMJDPP/8c0JLj0NBQdu3axcWLF5k0aRKbNm3KFDfAqVOnSExMxNvbmy1btnDhwgUCAgLo3bs3lpaWpu0bNGiQ6Zo2btyYVq1a0aNHD37//XdCQ0M5efIkI0eOJCkpiRdeeIEdO3bw3XffMWHCBBwdHbN8BlJSUmjVqhVlypThjTfeIDQ0lDlz5hAQEMCwYcMAGDp0KPv372f27NmEhobyxhtvUK5cOVPy/Nprr/Htt9+ybds2Tp8+zXvvvcfQoUOxs7PD3t6ewYMH884773Dq1Cm2b9/OjBkzTEXwHnbuh7l9+zYxMTGm1wkJCcTGxmb6Ht07QwFAUFBQtjULHpVSihEjRtCwYUMmTZpEdHS06bqmpaVx4MABZs2axVdffUWtWrVM6+6N98KFC6Snp2c7POBJGY1GUyyg1UtYsGABf/zxB+fPn2f06NHcvHmTQYMG4erqip+fn+nh7e0NaDcbshufLoQQQggh8kh+zzWWX4rqPNtAto8vv/xSKaXN9XvvPMlNmzZVbdu2Nb3OmCM7LCxM6fV6tXLlymzP9fzzz6vq1asrpbS5mfv165flGBnWrVun9Hq9CggIUEop9dVXXykPDw/l4uKipkyZory8vExzM8+dO1eVLFlS2dnZqc6dO6uDBw8qCwsLtWfPHqWUUjNmzFAODg6qZ8+eKiEhQfXu3Vs5OjoqLy8vNW7cOPXNN9+oihUr5uh63W++9+PHjytLS0s1duxYpZTKdB11Op1yd3dXPXr0UMeOHTPtYzAY1MiRI5Wrq6tyc3NTI0eOVMuWLVOOjo4qOTlZKaXUSy+9pGxsbNQ333yjTp8+rRo1aqRsbW1V5cqV1aJFi1SfPn3Uyy+/rJRS6vz588rGxkbFx8ebzhEfH6/eeecdVbZsWWVlZaV8fHzUoEGDVFhYmOm63+/7D5jmbQ4ODlbNmjVTNjY2qnLlymrDhg2Z3v/atWtVpUqVlI2NjWrZsqU6d+5cpvVffPGF8vT0VA4ODmrIkCEqMTExU4wDBw5UDg4OysvLS02dOjXTvg87d4bs5mofP3688vX1Nb0ePHhwpm1atmypBg8ebHp9+fJlZWtra5rXO7tj5nTe9pMnT973um7fvl29++672a67N97FixerZs2aPfRcD4sruznbM5bdO8f5okWLVMWKFZWTk5Nq166dOnHiRLbHu9/Pwb0K6+9EIYQQQoj7KQjzbOuUyoOJnguAuLg4XFxciI2NzVSgC7RpyCIjI/Hw8JBpcXIgNDSU2rVrc+3atTwtdvW0ad++PYMGDWLgwIHmDqVQmjp1KmfPnuXHH380dygAdO7cmf79+9O/f39zh/LI5HeiEEIIIYqaB+WD+UW6kYuH8vX1pVu3bvet/C0ez//+978CkygWNmlpacyfPz/bInHmEBwczIULF+jTp4+5QxFCCCGEEAWEJNsiR7766itmz55tqmwsnlzbtm0pWbIkW7duNXcohc6CBQt4/vnnM1XjNqeJEycyY8aMLJX4hRBCCCHE00u6kUuXSSHEU05+JwohhBCiqJFu5EIIIYQQQgghRBEkybYQQgghhBBCCJHLJNkWQgghnnJKKdINRpLTDBTR0WVCCCFEvpNqPkIIIcRTaEtQOG8vDyQx1YDBeDfBrlXalT9GNsbKQu7HCyGEEE9C/pIKIYQQTxmDUfHF36eJS07PlGgDHLtyi1VHwswUmRBCCFF0SLJdiPj5+aHT6bJ97NixA4BWrVqh0+mynRP7zJkz6HQ6WrVqlWXdkCFD0Ol0BAcHZ3vu8PBw6tatS1paGhMmTMj2GPdzb3wPc+jQIfbs2ZPjYz/Ijh070Ol0WZZ//PHH2NjYsGnTJlN8GQ+9Xo+TkxMtW7bkwIEDj3S+ZcuWERER8Uj79O3b1zT1V3p6OlOmTKFSpUrY29tToUIFPvroIxISEkzb5+QzcOHCBVq3bo2trS2VK1dm3bp1mc65adMmqlatip2dHS1atCAkJCTT+mnTplGiRAkcHR0ZNGhQpvMnJSUxbNgwnJyc8PLyYvLkyZn2fdi5MyxZsuSRPkP/NXfuXMaNG/fY+2fHYDDwwQcf4O3tjbu7O6+88kqm9240Gnn//fcpVqwYbm5uvPXWWxgMhseKZ9KkSQwZMiTbdUop2rVrx6JFix54jH/++YfatWvj6OhIkyZNOHToULbbPem1FkXTuuPXuBiViKu9Fbvea82hj9sR+Gl73utYGYDvt58lzWA0c5RCCCFE4SbJdiHz/fffExkZmeXRtGlT0zZWVlasWbMmy76rVq3CwsIiy/Lk5GRWrVpFlSpVWLx4cbbnff/993n99dfzfFqg3r17c+7cuTw7/syZM/m///s/fv31Vzp06GBavnr1aiIjIwkPD2ffvn1UqlSJNm3acPr06RwdNzQ0lH79+nH79u0cx7J9+3bCwsJo27YtAJ9++im//vorc+fOJSQkhHnz5rFy5UpefPFF0z5Hjx7N8r3v0qULpUqVonbt2hiNRnr06EHZsmUJDg7mjTfeoHfv3ly8eBGAy5cv07NnT958801Onz5N2bJl6dGjB0aj9k/1H3/8weTJk1m2bBn79+/n5MmTvPPOO6bzv/feexw/fpyDBw/yyy+/8NVXX7Fs2TKAh547w65du3jttddyfJ2yM2zYMP7444/73hx6HP/3f//H8uXLWblyJXv27OHChQu8+eabpvXTp09nxYoVbNmyhY0bN7Jq1SqmTp36yPEsX76ciRMnZrvOaDQyduzYh869fv78eXr06MGwYcMICgrihRdeoFOnTty8eTPTdrlxrUXRYzQqZm7Tfs++3KwsZYrb4+5og6u9NUOb+uHuaM2Vm0n8efiqmSMVQgghCjlVRMXGxipAxcbGZlmXmpqqwsLCVGpqqhkie3y+vr5q4cKFD9ymZcuWqm3btsrFxSXL+/P391etWrVSLVu2zLT8zz//VO7u7mr69OmqTJkyymg0Zlp/4cIF5e7urlJSUpRSSo0fPz7LMR4EUNu3b8/Rtjl5jzm1fft2de9HfPny5crCwkItWLAgR/G1atVK9e/fP0fnunjxogLUxYsXcxxf69at1fLly02vvb291apVqzJts3nzZgWoiIiIbI8xb948pdPp1JYtW5RSSm3btk3Z29urhISETOf55JNPlFJKffrpp5m+d4mJicrBwUFt3bpVKaVUixYt1Pjx403rd+7cqWxsbFRiYqK6ffu2srW1zXStJk6cqJo3b56jcyul1IQJE5Stra2qUaPGI32GsjN+/Hg1YsSIJzrGf4/3559/ml6vXr1aubq6ml7/97P5888/q9KlS+c4nrS0NDVy5Ehlb2+vKlWqpAYPHpxp/dWrV1Xr1q2Vn5+fcnV1feDPwfbt29WYMWMyLXN1dVWrV682vX6Ua11YfyeKx7P++DXl+8E6VWP8RhWblPV7/uOu88r3g3WqyZdbVUqawQwRCiGEEE/uQflgfpGW7SKoSZMmWFtbs3PnTtOya9eucenSJZo1a5Zl+2XLltGiRQu6devG5cuXs3T5njdvHt26dcPa2jrLvklJSTRu3JgOHTqQmpqKUopPP/0Ud3d3ihUrxrRp0zJtHxERQb9+/fD09MTOzo66deuye/duQOsCHxoaytChQ01dbDdt2oS/vz8ODg64ubnRt29f4uPjgbtd37N7/Ne2bdsYMGAA06ZNY+jQoTm6jkOGDGH58uWm1upDhw7RunVrnJ2dcXZ2plOnTly/fh2AsmXLmr5mdP/99ttvqVixIra2tvj4+GRqzQwODubgwYN07drVtMxoNLJ582ZT12SAFi1acObMGYoVK5YlvgsXLvD222/z5ptvmlrH9+/fT926dXFwcDBt17RpU1OX+P3799O8eXPTOnt7e+rUqcOBAwdQSnHw4MFM6xs1akR6ejrHjh0jMDCQtLQ0mjRpkunYAQEBKKUeem7Qvg8bNmygV69eD73+D9O3b1+WLl1q+v5MmDCBAQMGMGrUKJydnSlbtizffPONafv7fVYyPmsTJkwwxXXr1i1+/PFHXFxcALh+/TqhoaGZrk3Tpk25cuWK6TPw33j+KyEhgVOnTrF3714aN26cZf2RI0coU6YMBw8eNJ33flq1asV3330HaJ+bBQsWcOvWrUz75ea1FkWH0aiYsfUsAEOalsXZNmtvpQGNfPFwsiHsVhIrDl/J7xCFEEKIIkOSbQClIDXRPI88mGJFr9fTtWvXTF3JV69eTZcuXbJ0I09ISGD9+vV069aNChUqUL169SxdyTdu3Jhtkm40Gunbty+gdVG3trbm559/ZubMmSxdupTdu3dnGbM7aNAgDAYDe/fu5dSpU5QpU4ZXX30VgL/++ovSpUvz/fffM3PmTC5dukTPnj0ZNWoUZ8+eZdWqVWzdupU5c+YAWpfw7LrUR0ZGZjrn0aNH6dGjB82aNWPs2LE5vo7Vq1cnLS2NkJAQEhMT6dixI88++yxBQUFs376d8+fPM2nSJEBLlDK+9u3bl99++42pU6fy008/cfHiRSZNmsSECRM4ePCg6ZrWrVsXOzs70/lGjhzJ7Nmz8fX1ZeTIkfzxxx+kpaVRuXLlLN83g8HAoEGD8PX15csvvzQtv3r1KiVLlsy0rY+PD2FhYQ9dHxUVRXJycqb11tbWFC9enLCwMK5evYq7u3ummy4+Pj4kJycTHR390HMD7Ny5M9fGD1euXBkHBwfTzRqAFStW4OLiwokTJ3jzzTd55513TMMS7vdZmTlzZqbjfvbZZ7i7u7Nr1y6+//57QLtuQKb35+PjA2B6f9nFcy9XV1d27dpF7dq1s13frVs3Fi1ahIeHR46vwfnz53FwcGD48OEMHTqUli1bmtbl5rUWRceW0+GcuRGPo40lw5r6ZbuNrZUFr7UsD8CsbedISTdku50QQgghHkym/gJIuw2Tfcxz7g+vgbXDw7e7Y9SoUVkSxnLlypmSvQzPPfccY8eOZcaMGYCWbL/++utZtlu9ejWpqammFtYePXowY8YMZs2ahb29PUajkRMnTlC1atUssbz++uucO3eOXbt2mVozZ8+ezZgxY3j22WcBrXBUlSpVTPt06dKF3r174+3tDcDo0aPp0qULAC4uLuj1ehwdHXF0dOTGjRvMnDnT1PLo4+ND+/btTclTxnYP06lTJ+rWrcv27dvZtWsXLVq0eOg+oCVHAImJiSQkJDB+/HjGjBkDQKlSpejduzcBAQEAuLm5mb7a2Njg7e3Nzz//bEp+hg8fzqeffsq5c+fw9/cnMDAwyzWdOHEiFStWZM6cOcybN4+5c+fi7OzM119/zcsvv5xp2ylTphAQEMCBAwewtbU1LU9OTsbGxibTtjY2NiQlJT10fXJysun1/fbPbh1g2v9B++aFGjVqEBAQQMeOHQHw8vIy3XwYO3Ys48eP59ChQ1SoUAF3d/ccHXPAgAF0796d77//nt27d9OtW7dsr8297/1+8eQ1Dw8PDh48yMGDB1m8eDHXr1833QQQ4r+UUnx/Z6z2oMa+uNpn7a2UoV/DMvyw8zzXYpNZfugqAxv55leYQgghRJEhLduFzGeffUZgYGCmx9q1a7Ns1759e8LDwzl+/Di3bt0iICAgU0GwDMuWLaNp06amRKRnz57Ex8ezcuVKAKKjozEYDFm6Mf/777/88MMPODk5mRJNgJCQEOrVq2d6XblyZZydnU2vX3vtNXbu3Mnrr79OmzZt6NmzJ2lpadm+1woVKtC+fXu+/fZb+vfvT61atVi2bBmpqamAduPB1dU128d/r8X27dvp3r07w4YNy3ERs7i4OACcnZ3x8vKif//+zJkzhyFDhuDv78/UqVNNsfxXq1atKFasGBMmTKBnz574+vpy7do10/YRERHZdg0fMGAAe/fu5caNG/z8889UrFiRESNGZKo0HRgYyIQJE/jss8+ytJLa2tqaEsMMKSkpphb0B63PSNoftD67dcAD19/bep/b3N3duXHjhum1r2/mhMDNzc0U4/0+K6NGjcq0T7ly5ahduzazZ89m4cKFbN++Pdtrc+97v188ec3Z2ZkaNWowfPhwatWqlesV2kXRsiM4khNhsdhbW/By83IP3NbWyoJRrbTW7dnbz5GcJq3bQgghxKOSlm0AK3uthdlc534E7u7u+Pn5PXQ7e3t72rdvz5o1ayhXrhxt2rTJ1AIKWiK9efNmjEZjlnWLFy9mwIABptcZ1aozODs7s3LlSrp06cL8+fNNLa86nQ5Ly8wfq4xuxwaDgZYtW5KQkEDv3r3p1KkTSUlJ9O7dO9v3kDFGumvXrrRo0YKxY8fy9ddfm9Z/9tlnvP/++w+9FgsXLkSn0zFz5kyqVavGuHHjTONdH+TYsWNYW1tTqVIlLl++TL169fD396dDhw4MHz6cNWvWmFq2/2v27NmMGzeOwYMH07NnT7766qssLer3XtPAwECWLl1qGuPu6enJoEGD6NOnD+XLl2fHjh3Ur1+f5ORkBgwYQKNGjXjvvfeynLdkyZKcOHEi07KwsDBT9+eSJUuaxhjfu7527doUL14cGxsbrl+/bmp1T01NJSoqipIlS6KUIjo6mrS0NFNV+rCwMGxtbSlevPhDz50X/tu9Prtq++rOUI3AwMBsj5HRO2LdunXUrVvX1DJsY2ND2bJlOXToEP379we0sdvlymlJSkb38XvfX3bnzwunTp0iJiYm0/COKlWqMGvWrHw5vyh80g1Gvt2iTfM3oJEvxRzu36qd4SX/Mvyw8wLXY5NZcegKAxv75XGUQgghRNEiyTaATvdIXbkLi+eee4558+bh6+tLz549s6z/888/MRqN7N27N1NhpQULFvD1119z7do1vL29sbS0JDo6OtO+1atXp3nz5nz88ceMGzeOXr16UaxYMapXr05AQACdOnUCtLGuUVFRAJw4cYJ9+/YRFRVF8eLFAbIUULu3uNnSpUtp1aqVaWoppRSnTp0ytZy7u7vnqGtwRvJfqlQpvvjiC8aOHUvv3r2zHYeeQSnFwoUL6dq1KzY2NqxcuRJvb2/Wr19v2mbKlCnZxg1aUblPP/3UNG1WZGRkphZPb2/vTNc0KSmJr7/+moEDB1KrVi3TchsbG1NxOIBx48Zx5coV1q1bh16ftWNKo0aNmDx5MomJiaau/bt37zaN3W3UqFGmMcWJiYkcPXqUSZMmodfr8ff3Z/fu3bRp0waAvXv3Ym1tTe3atVFKYWlpyb59+0zd43fv3o2/vz86ne6h584LN2/ezHaIQ3YedpPqvffeY9iwYaabGPHx8YSEhFCmTBl8fHwoXbo0u3fvNiXbu3fvpkyZMpQoUeKx4nkS69atY/HixZw6dcq07NChQ5QpUybPzy0Kp2mbQjh2NaNVu2yO9rG1smBky3JMWBvEj7sv0q+hLxb6rAUohRBCCJE96UZeyCQkJBAVFZXlkd242K5du3LkyBE2b96cqep1hmXLltGpUycaNmxIlSpVTI+33noLvV7P0qVL0ev11KtXL0uLZYaxY8fi5ubGhx9+CMDbb7/N9OnTWb9+PcHBwYwYMcLU2ufh4YFer2f58uVcuXKFZcuWmRLWjO7V9vb2hISEEBMTg7e3N8eOHePIkSOEhITw+uuvExwcfN+u2zkxevRoGjRowNChQzNds9jYWKKioggPD+fYsWMMHTqUwMBAPv/8c0BLjkNDQ9m1a5ep4NmmTZsyxQ1ai2NiYiLe3t5s2bKFCxcuEBAQQO/evbG0tDRt36BBg0zXtHHjxrRq1YoePXrw+++/ExoaysmTJxk5ciRJSUm88MIL7Nixg++++44JEybg6OiY5TOQkpJCq1atKFOmDG+88QahoaHMmTOHgIAAhg0bBsDQoUPZv38/s2fPJjQ0lDfeeINy5cqZkufXXnuNb7/9lm3btnH69Gnee+89hg4dip2dHfb29gwePJh33nmHU6dOsX37dmbMmMHo0aMBHnruh7l9+zYxMTGm1wkJCcTGxmb6HiUkJGTaJygoiLp16+bo+A/z+uuvM3XqVDZv3syZM2cYOHAgHh4epp+d1157jQkTJhAQEMDhw4f57LPPTO89L+L5r5iYGNMQiIEDBxIWFsb48eO5ePEic+bMYcmSJbz11lt5cm5RuP194jo/7DwPwNQXauLpZPuQPe56sUFpXO2tuHzzNhtP5t8QCSGEEKJIMNukY3msqM6zDWT7+PLLL5VS2jzb986T3LRpU9W2bVvT64w5ssPCwpRer1crV67M9lzPP/+8ql69ulJKm5u5X79+WY6RYd26dUqv16uAgACllFJfffWV8vDwUC4uLmrKlCnKy8vLNDfz3LlzVcmSJZWdnZ3q3LmzOnjwoLKwsFB79uxRSik1Y8YM5eDgoHr27KkSEhJU7969laOjo/Ly8lLjxo1T33zzjapYsWKOrtd/59nOcPz4cWVpaanGjh2rlFKZrqNOp1Pu7u6qR48e6tixY6Z9DAaDGjlypHJ1dVVubm5q5MiRatmyZcrR0VElJycrpZR66aWXlI2Njfrmm2/U6dOnVaNGjZStra2qXLmyWrRokerTp496+eWXlVJKnT9/XtnY2Kj4+HjTOeLj49U777yjypYtq6ysrJSPj48aNGiQCgsLM133+33/AdO8zMHBwapZs2bKxsZGVa5cWW3YsCHT+1+7dq2qVKmSsrGxUS1btlTnzp3LtP6LL75Qnp6eysHBQQ0ZMkQlJiZminHgwIHKwcFBeXl5qalTp2ba92HnzpDdXO3jx49Xvr6+pteDBw/OtE3Lli0zzU19+fJlZWtra5rXO7tjPsq87UajUU2ZMkWVKVNGubq6ql69eqnQ0FDT+rS0NPXmm28qV1dX5erqqt555x1lMNydg/i/8TzI4MGDs8yz/bC4fX19M/1s79+/XzVs2FA5ODioWrVqZZmjPUN21+W/CuvvRPFwITfiVNVPNijfD9apL9YHPdYxvt4UrHw/WKe6f79bGY3GXI5QCCGEyBsFYZ5tnVJ5MPdUARAXF4eLiwuxsbGZCnQBpKWlERkZiYeHh2nsqbi/0NBQateuzbVr1/K02NXTpn379gwaNIiBAweaO5RCaerUqZw9e5Yff/zR3KEABS+eRyG/E4umuOQ0npu5l4tRiTQpX5zFw/yxtHj0Dm3RCSk0+b9tpKQbWTaiEY3LF8+DaIUQQojc9aB8ML9IN3LxUL6+vnTr1o1ff/3V3KEUKf/73/8KZWJWEKSlpTF//vxsi8SZQ0GLRwijUfH278e4GJVISVc7vu9b57ESbYDijjb0rl8KgHm7zudmmEIIIUSRJsm2yJGvvvqK2bNnk56ebu5Qioy2bdtSsmRJtm7dau5QCp0FCxbw/PPPU6lSJXOHAhS8eIRYtO8SW06HY22pZ86AuhR3tHn4TgC3b0JKQpbFLzcrh04H24MjCb4Rn8vRCiGEEEWTdCOXLpNCiKec/E4sWm7EJtP26x0kphqY1OMZBjbyvf/GSbcgdC9c3KU9IoLAuRS8vAWcS2TadNQvh/n7xA2er1uKr1+slf3xhBBCiAJCupELIYQQIldNWhdEYqqBumVc6e//gOngTq2GaRXht35w4Act0QaIuwrLB0J6SqbNX21RHoA1x8K4Hpt1BgwhhBBCZCbJthBCCFFE7AiOYP2J61jodXzeowb6+82LnRwL698BQyoUKw8NXoYXF8OIbWDrClcDYP3bcE/nt1qlXWlYthhpBsXCvZfy5f0IIYQQhdlTnWwX0R70QgjxSOR3YdGQnGbg079OATCkiR/VfB7QZW7XV3A7CtwrwegD0OVrqPYclKwHLywAnR6OLoWAnzLtNrKl1rq9+N9LXI6+nWfvRYjCwGhUTPsnmPl7LsrvUSFEtizNHYA5WFhYoNPpiI+Px8nJCZ3uPnf+hRCiCFNKYTAYiIuLQ6fTYWn5VP5JKDJmbz/H5Zu38Xa25a32DyjWF30e9v+gPe84GSz+M06/QltoNxE2fwIb/wee1cCvKQCtKnvQuFxx/r0QzbhVx1k6vKH8DRVPrX3no5m5/RwAiSnpjGlb0cwRCSEKmqfyPyu9Xk+xYsW4efMmUVFR5g5HCCHMytramuLFi0vSVIidj0zgh50XABjfrRqONg/48/7PR2BMgwrtoWL77Ldp8gZcPwYn/4Dlg+CVHeBaGp1Ox5e9atDx213sPRfNikNXebFB6dx/Q0IUAssPXTE9n745BBc7KwY38TNfQEKIAuepTLYBbGxs8PLywmAwmDsUIYQwG71ej16vl0S7kJuw5hSpBiOtKnvw7DPe99/w/DYI2QB6S61V+350Ouj+PUSFwI3jsGokDF4Degv83B14p0MlJv99hknrg2hV2QNPZ9vcf1NCFGCxt9PYeOoGAN1q+bD22DXGrzmFi50VPeqUNHN0QoiC4qlNtuHuP5lCCCFEYXUyLJbdZ6Ow1OuY2L36/W+cGNJh44fa8wYjwOMh88Jb28OLP8OcZhC6B/6dBU3HADCsaVnWHb/O8auxfPrXKX4YWC8X35EQBd+aY2Gkphup4u3EjJdqU9zBmkX7LvHOimM42VrStqqXuUMUQhQAkmkKIYQQhdiCPRcB6FyjBL7FHe6/4eGFEHka7Nyg1Qc5O3ixcvDsl9rzbZPgxkkALC30THm+JpZ6HRtP3WDDietP8haEKHSWH7oKwIv1teEVn3atRs86JTEYFaN+OcKBC9FmjlAIURBIsi2EEEIUUhFxyaw9fg2A4c3K3n/DyBDYOkl73vojLeHOqbqDoHJnbZqwla9AWjIAVUs481orrTr5J3+dIioh5UFHEaLICLoWx4mwWKwsdKYu43q9jqkv1KRdVU9S0o28/PMhTobFmjlSIYS5SbIthBBCFFKL/w0lzaCo7+tGrdKu2W+UEAm/vAApsVC6IdQb+mgn0emg2wxw8ICIU1oL9x2vt6lABU9HohJS6P3DvzIdmHgqrDisFUZrX82LYg7WpuVWFnpm9qtLw7LFiE9JZ/CCg5yPTDBXmEKIAkCSbSGEEKIQSk4z8MuBUOABrdppSfBbX7gVCm5+8NKvYPEY5VocPbSCaaCN3b64CwAbSwvmDqxHSVc7LkYl0mvOPmnNE0VaarqR1UfDAOhdP2slflsrC34aXJ9nSjoTnZjKwJ8OcO1WUn6HKYQoICTZFkIIIQqhlUfCiLmdRik3OzpUz6YCudGodfu+GgC2rtD/D3Bwf/wTVu4EdQcDCv4YDlFnASjv4cjKUU2oWsKZqIQU+sz9l10hkY9/HiEKsK2nw4m5nYa3sy0tKnpku42TrRU/D/WnnIcD12KTGTj/ANEyzEKIp5Ik20IIIUQho5RiwV6tMNqQJn5Y6LOpQL5lPJxeAxbWWou2e8UnP3HHyeD1DCRGwKKuEH0eAC9nW35/tRFNyhcnMdXAsEUB/Hn46pOfT4gCJmNu7V51S2b/c3dHcUcblg5viI+LLecjE+kzbz9nw+PzK0whRAEhybYQQghRyOw6G8W5iAQcrC14sUHWrqwELoN9M7Tnz80Gv6a5c2IbRxj0F3hWg4QbWsJ98wIAzrZWLBrqT/daPqQbFe+sOMbsHedQSuXOuYUwsxuxyey802ujd/3Sd6fT2/wpJMdl2d7H1Y6lLzfEy9mGcxEJdJ+5V25CCfGUkWRbCCGEKGTm35nu68UGpXG2tcq88uYF+Ptd7XnL/0HN3rl7cgd3GLQGPKpA/DVY1A1uavFYW+r5tk9tXm1RDoCpG4MZv+YUBqMk3KLw+z3gCkYF/n7FKOvuAKdWwv5ZsPc7mN0Izm7Osk85D0fWvdGcZhXcSUoz8M6KY7z/xzGSUg1meAdCiPwmybYQQghRiJwNj2dXSCQ6HQxt8p/CaIZ0WPkqpCaAb1No+X7eBOHoAYPXgnsliLsKP3eDy/sBbQqkcZ2r8mnXauh0WsX00b8cITlNkgtReEUnpPDTbq0XR/9GZbSaCLumaSut7CEuTKv6v2ok3L6ZaV8PJxt+HubP2+0roddpc3Q/N2sPV25K9X4hijpJtoUQQohCZOb2cwB0rOZNmeL2mVfungZXD4KNC/T8AfQWeReIo6eWcBevALFXYEFH+GMY3NLGtA5rVpbv+9bB2kLPxlM3GDj/ALdT0/MuHiHy0PfbzhGfkk61Es50q+mj1UOICtZ+1sYchUajAR0cWwazGkLQmkz7W+h1jGlbkaUvN8TDyYaQ8AR6zdlH0LWs3c+FEEWHJNtCCCFEIXEuIoE1x64B2hzXmVwJgJ1Tteddp4NrmbwPyMkbhm26U6VcByf/hJn1YdsXkJpI15o+LB7uj5OtJQGXYvjqn+C8j0mIXHYxKpGl+7Vp9j7qUhW9jrut2g1f1X4Onp0MwzeBe2WtgODygbB8MCREZDpWk/LurHujGVW8nYiM16r3778Qnc/vSAiRXyTZFkIIIQqJ77edRSloX82LZ0q63F2REg8rXwZlgBovQo0X8i8oh+LQfQa8ugv8mkN6MuyaCt/Xg2O/0cjPjZn96gKwaN8ljlyOyb/YhMgFUzeeId2oaFXZg6YV3CHkHwg/AdaO0Oi1uxuW9td+Dpq/CzoLCFoNs/zh+HK4p1CgVr2/Mf5+xYhPSWfQgoNsPHkj/9+YECLPSbIthBBCFAL3tmq/2fY/03htHAcxl8ClDHSZlv/BAZSoqXUrf3EJuPpC/HVY9SrMb0dLu4v0qlMSpeB/fx4nNd1onhiFeESHLt1kw8kb6HUwrlNVLWne9ZW2ssFwsC+WeQcrW2j7CbyyHbxrQFIMrByh1TU4u8WUdLvYWbF4uD8dqnmRmm5k1C+H+UMqlQtR5EiyLYQQQhQC923VvhYIR5cAOug1F2xd7neIvKfTQbXuMPogtJugtfyFHYb57fmS7ylpbyQkPIHZO86ZL0YhckgpxeS/TwPwYv3SVPZ2ggs7IOwQWNpC49fvv3OJWjBiO7T5WJvr/tJu+OV5mNMEjv4C6SnYWlkwu39d+vqXxqjgw5UnOBkWmz9vTgiRLyTZFkIIIQq4B7Zqb52ofa3RG3yb5HNk92FlC83egjeOQJ2BgA6b03+w0mMuVqQza/s5zobHmztKIR5ow8kbHLl8CzsrC95uX0lbmDFWu94QrUjgg1hYQYv3tJ+Dxq9rN58iguCvUfBdLQj8FUsdTO5ZQ2vhNhgZ/esR4pPT8vR9CSHyjyTbQgghRAF331btCzvg/DbQW0Gbj8wW3305ecFzM2Ho32Blj1f4bpYUX0S6wcAHfx6X+bdFgZVmMDJ14xkARrQoh6ezLYTug9A9Wkt1kzE5P5hraej4Bbx1CtpNBKcS2jCL1a/Bgo7orgfy1Qu1KOlqR2j0bcatPIFS8rMhRFEgybYQQghRgN23VdtohM3jtecNhoObX/4Hl1O+TbSx3HpLGiVuY5LNLxy5HGOq8CxEQbMm8BqXom9T3MGaV1uUg/QU+Ps9bWXtfuBS8tEPaucKzcbCm8e0YRZWDtpUffNa47LlHWb38sVSr2Pd8ev8FnAlF9+NEMJcJNkWQgghCiijUfF/G85k36odtBquB2pdU5u/a64Qc65iO+jxAwADdBsYbfEX3287S3KawcyBCZGZwaiYdaeuwIgW5XCwsYTtkyH8JNgVg1YfPtkJLG3uDLM4DDX7AAqO/EytDb34rIUDABPWnOL0dZmDW4jCTpJtIYQQooD6alMwW06HY6nXMbbdPa3ahjTYNkl73uQNcPQwT4CPqmZveHYKAO9ZLad10iapwCwKnA0nr3MhMhEXOysGNPKF0H9h73faym7facMjcoNzCeg1D4b9o/VMiblE35Ov0K9sIinp2vjt26npuXMuIYRZSLIthBBCFEBL94cyZ8d5AL7sVYPqPve0ah/5GW5eAAcPaDzaTBE+pkYjTS3xEyx/Zs3O/TJ2WxQYRqNi5jatVXtY07I4kqRNYYeCWv20avu5rUwjLeH2rI4u4Qafx7xPa8fLXIhMZNo/Ibl/PiFEvpFkWwghhChgtgSF8+lfJwF4q10letcvfXdlSgLs0FqHafE+2DiZIcIn1PojDKUb46BLYWTCbDaeuG7uiIQAYOuZCM7ciMfRxpIhTfy0OexvhWpz2Hf6v7w7sZM3DFkHpRqgT47hRybRWH+Khfsucjg0Ju/OK4TIU5JsCyGEQCnFoUs3WXHoCrN3nGPi2lO8/usRxq08IWNq89mxK7d4Y9lRjAr61C/NmLYVMm+wZzokRmjdTusNMUeIT06vx6L7DNJ1VrSxCOTU5oVSfVmYnVKKmdvOAjCwsS8ulzffncO+55y8n8PevhgMXA1lW2KZnshim69opDvF+38ck9/DQhRSluYOQAghhPkopdgZEsk3m0M4djU2220qejoyrFnZfI7s6XM+MoG/joaxZH8oSWkGWlTy4POez6DT6e5uFBkCe2dozzt8DpbW5gk2N3hUIrXJ21juncLQ+B84GNSHhtUrPHw/IfLI7rNRHLsai62VnpfrucKiO9N7NR4Nfs3yJwgbR+i/AlYMwSr4b360nk6fqI+ZsdWb95+tkj8xCCFyjSTbQgjxFFJKsfdcNNM3B3Pk8i0A7KwsqO/nhqeTLZ7ONkTFp7Di8FXm77nIoMa+WFpIZ6jcFJuUxqWoRAIu3eSvwGucCLt7s6NGSRdm96+L1b3XXCn4+x0wpkHFjlClqxmizl32rd8l4vDveCZfIujvD6H6cnOHJJ5iGWO1+/n7UvzfLyAxEtwrQ5tP8jcQSxt4YSH88gKOl3bzs/UU+uyyo3ONEplnJBBCFHiSbAshxFMmOc3AOyuOsf64Nk7WxlLPwEa+jGxVHndHm0zbbTsTQditJDacvEG3Wj7mCrlIiElMZdb2cxy9cotLUYlEJ6ZmWm+p19GikgfP1fahY3VvbK0sMh/g5J9wcRdY2kKnKXBvi3dhZWmN6jYD4/LnaJn4DxcP/k1Z/87mjko8RZRSnLkRz+rAMA5euom1hZ7R5SNh+WJtg27fgpVt/gdmZQsv/QqLuuB+4ziLLL/kg9+LsWjMc1hbyo1PIQoLSbaFEOIpEpOYyojFhzgUGoOVhY7+DX0Z1ao8ns5Z/5m0tbJgUGM/vtkSwrxdF+has0TmLs1PGaXUY71/pRTrjl9n4tpTRCVkTrA9nGyo6OlIp2e86VyjBMXvudmRSXIs/HNnbt/m70KxotOt36t6S3a7PUfzW6tx3PwO1GljnuRGPDWiE1IIuh7H7rNRbDx5g8s3b5vWDWxQguLbX9Ve1B0Evk3MFCVg6wwD/sTwUwdK37rIJ7c+YebfJXm7u7/5YhJCPBJJtoUQ4ilx5eZtBi88yIXIRJxtLZk3qD6NyhV/4D4DG/sye8c5ToTFcuDizYduXxQZjIp+P+7n4KWb2FlZYG9tgb21JbZWelLTjSSnGUlJN5CcZsTT2YYm5d1pVsGdJuWLk5xu4JPVJ9lyOgKASl6OjG5dgfIejvi5O+Bok8M/w9u+gIRwKF4Bmo7Jw3drHu49vuDGwp14p10jZs+PuLV+w9whiSIkLjmNRXsvEXjlFkHX4rgRl5xpvY2lnuYVPXj2GW96JfwGgWfA3h3aTTRTxPdw9MRi8GqSf2hL1ZQrWB4awq+66fTr9qy5IxNC5IBOFdHyn3Fxcbi4uBAbG4uzs7O5wxFCCLM6fvUWwxYFEJWQio+LLYuG+VPJK2dTRn28+gRL91+mbRVP5g9pkMeRFjybg8IZsfjQI++n04G1hZ6UdCNWFjpGt67AqFYVHr0L6LVA+LE1KKNWqbh860eOpTCY/81HDI+dSYK1B47vnZTWbZErrty8zfCfAwgJT8i0vKy7A7VKudChujctK3ngYGMJ0edhThNIT4ZeP0LNF80UdTbCT5E4vzsOqVEkKWv2Vx1H6z5vFY3hJELkkYKQD0rLthBCFHHnIhJ4ad5+bqcaqFbCmYVDG+CVTbfx+xnerBy/HLjM1jMRnIuIp4JnIZzX+Qks3HsRgCFN/Bja1I/bqQZupxpISTNgbanHxtICWys91pZ6zkUksPdcNHvPRREcHk9KupE6ZVyZ8nzNHN/cyCQhAla+oiXazzxfZBNtALemw7m2/ld8UiNRR5eg8x9h7pBEIXf0cgwjFh8iKiEVTycbRreuwDMlnans7Zy1V4lSsP4dLdEu1wpq9DZLzPflVR2HMfu5PH8AZWL20/rMRM7OPUTFofO0CuZCiAJJWraFEKIIMxgVL879l8OhMfj7FWPB0AY577p8j1eXHOKfU+G81KA0//d8zTyItGA6cyOOZ7/djYVex673W1PS1S7H+0bEJXMjLpnqPi5Y6B+j9Sk+HH7uBlHB4FQCXtkBTt6PfpxCIjElnelfvMcn+gWk2pfA+u1jWlVmIR7D+uPXeXt5ICnpRqqWcGbBkPqUcMnm5/fmRQjeAGfWQehesLCBUf9C8fL5H3ROGI3sWfQRjUPnYKFT3HIoh+sr68ClpLkjE6LAKQj5oJQzFEKIQuRy9G1+3neJPw9fZe+5KM5FxBOfnHbf7Rf/e4nDoTE4WFvwzUu1HyvRBnilRTkAVh4JIyI++SFbFx2L9l4CoGN1r0dKtAE8nW2pWcr1MRPtG/BzVy3Rdi4JQ9YX6UQbwMHGkviqL3FDuWF9+zocXWrukEQhlJJuYPqmYEb/eoSUdCNtq3jyx8jGWqKtFNy8ACf+gI0fwqxGMKM2/DNOS7QB2n9WcBNtAL2epkMn83v1OYQrV1wTL5A0ryPcumzuyIQQ2ZBu5EIIUQgcvRzDj7svsPHkDYzZ9EeqW8aVmf3q4nNPQnjl5m2mbgwG4H+dqz5ysniver7FqFvGlSOXb7F4Xyjvdqz82McqLG4mprLqaBgAQ5vmY/XvuGtai3b0OXAuBUPWQrFy+Xd+M3quQXnmnOzORKufUbuno6szECytzR2WKCT2nI3ik79OcjEqEYChTf34uEs1LMKPw/bJcOUAJMVk3klnoVUcr9wZKj9bKH7WdDodfXu/xDTlzounRuGbeIX0+Z2wHLquSM1UIERRIMm2EEIUAIkp6aw5do1Np25gaaHH1c4KV3srnG2t2H02ioOXbpq2bVi2GFYWem7EJRMel0x8cjpHLt/iuVl7mTewHnXKuKGUYtzKEySlGfAvW4z+/mWeOMaXm5dj1C9HWHH4Cm+1r/R4LbaFyLKDl0lJN1KjpAv1fd3y/oRpyRD0F+yYDDGXwKU0DF77VP3z3KhccT5yeJaIlL/wjLsKgb9A/aHmDksUcOFxyUxaF8S649cBbUq9T7pWo3sNL9g7HbZ/CcY7PYAsrMG7BvjUhdINoWI7sMuHn+9cptPpGPN8G14Ln8bHUe9TLv4qamFndEPWFeyWeSGeMpJsCyGEGYWEx7N0fyirjoQRn5J+3+2sLHT0qF2Sl5uXo7J35kJbl6Nv88qSQ5y5EU+fefv56oWaJKcZ2HMuChtLPVOer4k+FxLjtlU9cbGzIjwuhX/PR9OsovsTH7OgSjMYWfJvKKC1juXp/OIxl+DQQji6BG5Ha8tcy8DgdeDmm3fnLYAs9Do61y3HD7u78anVEtg9HWr3l9ZtcV87giN449ejxKeko9fBoMZ+vN2hEs63r8DCTlprNkCVrtD8bfCqUWQ+TzaWFnw2sD1DZnzGHMNEKsaHae950F/gWdXc4QkhkGRbCCHMwmhUvLPimKmbMoBfcXv6NCiDs50lt26nEZuUxq3bqXi72NG/YZn7VhAvU9yeP15rwtjfAtlyOpw3fws0TS/1bofKlHV3yJWYbSwt6FqzBL8cuMzKo1eLdLK94eQNbsQl4+5oQ5eaJXL34OkpcDUALuzQHlcPAXfGBjiXgnpDoMFwsC+Wu+ctJHrVLUWXHW15zXINHrGX4dB8aPSaucMS95FmMLL9TARHLt+iVWUPGpUrnqP9lFIcuHiTiPgUPJ1stIez7SPVlVh9NIx3Vxwj3aioVcqFL3rW4BlPGzj0I2z7HNISwdoJOk+FWn2L5DRZpdzs+eil1vRdZGCJ1WSqJlyB+R2hz2KtqroQwqwk2RZCCDP4+d9LrDoahoVeR/uqXgxo5EuT8sUfuwXa0caSuQPrMfWfM8zdeYHUdCO1SrsyrFnudkHuVbckvxy4zMaTN/i8Rzr21kXzz0jGdF8DGpXBxtIidw4afR62jIdzWyHtduZ15dtAg5ehYkewKJrXNKcqeDpSpbQns691Z7zVEtg4DtBBo5HmDk3c49S1WP44fJU1gdeITkwF4Ied52lbxZMPOlV54FR3V27e5tO/TrI9ODLLOidbS2qVcqWurxv1fN2oU8YVZ1urLNst2HORz9YFAdC9lg/TelbB+vhS+G06xF/TNvJrDj1maz1FirDWlT3p17oefbd9zHyb6dRLCYalz0PXb6HuQHOHJ8RT7en+iy6EEGYQfCOeLzecAWBCt2oMbOyXK8e10OsY16kq1Uo4s/HkDT54tkquj6uuW8YN3+L2hEbfZtOpcHrUKXrTzRy5HMPRy7ewttDTv2EudOM2pMG/M2HH/2lz+AI4eGitTuVaQbnWMm3Pf7xQtyTjr3SkjmMM3VPWwcYPIOEGtB1fJFsnC5PI+BTe/O0o+85Hm5Z5ONlQt4wrW09HsPVMBNuDI+hdrzQjWpSlTDEHU0+bNIORn3Zf5LutISSnGbG20FOrtAtRCalExCWTmGogPjmdPeei2HMuCtC+3ZU8nUzJdz1fN1YcusLsHecBGNq4NJ/4HEY/ewDEXdUCci4JLd6FukNA/3RMvPNmu0ocvhxDv3Pj+N5+Ph2Mu2HN61r19TafPDXXQYiCRubZFkKIfJSSbuC5mXs5cyOe1pU9WDCkQd6OB84D32wO4butZ2lRyYPFw/zNHU6uMhgVvWbv5djVWF6oV4ppvWvlfGejAQypWgEm/Z3W8LAjsGYMhJ/QXpdtqU0tVKKWJI0PEJOYiv/kLaQZjBxsfgzPgKnailr9oPsMsMja0iny3omrsbyy5BDXY5OxttDTvpoXL9QrRfOK7lha6LkQmcBX/wSz4eQN0z56HXg721KqmD3RCSmcj9QqhTcqV4zPe9SggqejadvElHQuRSdy9PItjoTGcPhyDKHRt7PEkWFCK1cG35iM7tIebYFTCWj+DtQd9FTO0X4zMZXn5+zjYlQCX7isoX/K79qK6r2g1zz5uRFPnYKQD0qyLYQQ+Wjy36eZt+sCxR2s2Ti2BR5Ohe8fwktRibSatgO9DvaPa4vnfcaSF0Y/7b7A5+tP42RryZa3W953nDxGI8RchGtHIeywllRfPwbpSdp6nV5LutNTAKVVO+74JdR6SZLsHBq55DAbT92gZ52STK94At3aN0EZoHQjqNMfKnbIPPe4UlqxuWtHwL44+LWQ1rxc9FdgGO//cZyUdCPlPBz4cVB9yns4Zrvt4dAYpm8O5nBoDMlpxkzr3Oyt+LhLNXrVLYnuxgmIvQp6S+17pbMAS1tw9tEeFlZExqdw5HKMlnyHxnA8LBaDUfFzw+s0O/0ZJN8CKwdo8zHUHwZWRef30eO4cvM2vebsIzI+hfe9j/Ba3HfojGlQrQc8P/+pH6Yini4FIR+UZFsIIfLJvnNR9J9/AKXgp0H1aVfNy9whPbZes/dy5PItPu5SlZebF/x5aXMiNDqRjt/uIjnNyJTna9CnwT3jPKPPQ9BqiAyGyDMQGXI3sX6YGi/Cs1+CQ9EtKJcX9l+Ipu+P+1EKPni2Cq/5nIPlgzNf9xK1wbepduPjagAk3jMG2KMKNH4dar74VLZy5haDUfHVP8H8sFPrtt26sgff9a1zdxx1ciycXgeX/wWf2lC1Ozh6AloRtMiEFK7GJHHl5m0SUww8+4w3xWJOwPbP4fy2+59Yp9daql1K3fMoTZpTSYyn12NzfKm2nU8dLYmU6a5MTobF8tK8/SSkpPN+uVBeu/GplnDX6A09597teSNEEVcQ8kFJtoUQIh/E3k6j47e7uBGXTL+GZZjcs4a5Q3oiS/aH8snqk1T3cWb9mObmDueJKaXo/9MB9p2Ppkn54vzycsO73fvjb8D39SE1PvNOFjbafL0l60LJetrDyVsbo21IvdOl3AacCu9NFXNbuPciE9dqRbC+e6k2z5VOhhMrIOQfrQX7v/RW4P0MRJ27+/1y9AL/V6Dhq2Bz/6JdIiulFONWnuC3gCsAjGxZnvc6VsbCkAwhG+HEH3B2MxhS7u6k02s3QKr3gDKNwcoerOy0FuuYS1rtgpAN2rZ6S/CuCSgwpms9RtISIe6a9vPzQDpoNhZafVhkpvLKTXvORjF00UHSDIopz1ylz4UPtWtcqy88N0sSbvFUKAj5oCTbQgiRD+buPM+XG85Q1t2B9WOaFfoq3nfH1Co2vdXigZWHC4PlAVd4/8/j2Frp+WdsC3yL3zNd2rq3temnilfUuoF7VNEebn7SJTMfTFoXxPw9F7G20LN4uP/dqaXiw+HcZq0Lf/HyUKqBlrhZ2WqtrUcWw/45EHdnej2nEtp4+Rq9pSt/DiilmLTuNAv2XkSvg2m9a9GrbikI2QRr37xb8Ru0n4fybeHKfm1YxcPo9FrS1+I9KJbNjAlGI9yOgltXIPaK1tX83q96K2g3Hsq2yL03XAT9FRjGm78FAvB783AaHnpXG4pRZyB0myHDLESRVxDyQUm2hRAiH/SYtZfAK7eY1OMZBjbKhQrXBcAriw+xKSickS3L879OVcwdzmOLiEum7fSdxCen81HnqoxocU+3+OjzMMtfaxEa8jf4NTVfoE8po1Ex+tcjbDh5A2dbS1aOakIFz+xv7hiNisOXY7C3tqC6j4vWy+DkStjxpdbVHLQx352nakXqxH1N3xTMjG3nAC3RfqGaI/zzIQT+om3gXFLrov/MC+BV/e4NjJhQCPpLe8RcgrQkreu/MmpJdvVe0Op/4F7RPG/sKZNR0NLOyoJtz0ZTYsvr2vei1Tjt+yBEEVYQ8kFJtoUQIo9dj02i8Zfb0OngwIdt8XQqGgV8Np68zsilRyjhYsueD9rk+jRj+WXUL4f5+8QNapZyYeVrTbC0uKe1549hcPJPrRhX/xXmC/Ipl5xmoP9PBzgcGoOrvRUdq3nTrpoXzSq4Y2dtwbVbSaw4dJXlh64Qdksb092miifvdaxM1RLOkJasTb+2+2ttjnOdHpq8Ae0mSit3NjJ64gBM7F6dwe7Bd1qzr6PNeT5KK0hmbZ+zAyqldQtX6qkvYJbfDEbF4AUH2XMuigqejqxvdgmbv8doxehe3qwNfxGiiCoI+aAk20IIkccyxp028HNjxcgm5g4n16SkG/D/YiuxSWnaeNrahW+u6DM34nj2293odbB+THMtMctwLRDmtdSej9yjjc8WZnMzMZWX5v1LSHiCaZmNpZ7K3k6cCIsl478ZJ1tLbqcaMBgVOh30qF2St9pVokxxe60b8qZP4NRKbeNGo6HjF5Jw3+PXA5f5cJU2Vd37HSowKn0J7PteW1msPPSYDWUamTFC8aiiElLoMmM34XEp9KjtwzcWM9CdWqkNjXl1V85vmghRyBSEfFAGawghRB7LmHO2Y3Xvh2xZuNhYWjCiuTbectqmYFLSDWaO6NHN23UBgGef8c6caANs/Uz7WqO3JNoFQDEHa9a90ZylwxsypIkfJV3tSEk3cvyqlmg3Llec716qTcBH7djydku61iyBUrDqaBhtp+9g5razGJxKQu+F0H2mdtD9s2D7F+Z9YwXIuYh4Jqw5BcDYZl6Muv7x3US70SjtppMk2oWOu6MNM/vVxUKvY3XgNf70flurYRB9FrZMMHd4QhRp0rIthBB5KDI+Bf/JW1AK9nzQmlJuRasF4XZqOq2+2kFEfArju1VjaNNsih0VUNdjk2g+ZTvpRsVfo5tSq7Tr3ZUXd8HP3bRqya8fyr6IkzArpRTB4fGcuBqLf9limYva3XEyLJYpG8+w+2wUAA383Jj+Ym1KF7OHgz/C3+9qG7YdD83fzs/wCxyjUfHi3H85FBpD73JpTE2djC4qWKsi3mM2PPO8uUMUTyhjeIC1pZ5N3dLw2zBQWzFwNZRvbdbYhMgLBSEffOyW7dTUVKpVq8aOHTuyrDt79iy2tg8fk+Pu7o5Op8v0SEjQuoclJSUxbNgwnJyc8PLyYvLkyY8bqhBCmM3moHCUgpqlXApfoh0fDuGnHriJvbUlY9tVAuD7beeIT07Lj8hyxcK9l0g3KhqWLZY50VbqbmtPvaGSaBdQOp2OKt7O9K5fOttEG+CZki4sHubP9Bdr4WhjScClGDp/t5tVR6+iGrysjdkG2DoR9v+Qj9EXPL8cvMyh0BhaWAcz5eZYLdF2KgFDN0iiXUSMaF6OdlU9SU038n6gB6r+cG3FX6Mh6ZZZYxOiqHqsZDslJYX+/ftz+vTpLOuuXr1K9+7dSUlJyWbPu8LDw4mOjubChQtERkaaHo6OjgC89957HD9+nIMHD/LLL7/w1VdfsWzZsscJVwghzGbDyeuA1k250Ig+D2vGwLfPwJwmcHz5Azd/sX4pynk4cDMxlbk7L+RTkE8mLjmNXw9cBuDVluUyrzzxhzZ9kZW9NjWRKNR0Oh296pZiw5vNqefrRnxKOm/9fowPV51ANX0TWn6gbbjxAzi/3bzBmsn12CSmbDhDNd0l5ltNRZ8cAz51YcR2bR55USTo9To+e+4ZrC31HLx4k11+Y7Rx+HFhWi+PotnZVQizeuRkOygoiEaNGnHu3Lks61avXk29evVy1Kp9+vRpPDw8KFu2LO7u7qYHaK3a8+fPZ9q0aVStWpV27drx1ltvMWfOnEcNVwghzCb2dhr/no8G4NnCMF47PAj+fBlm1ocjP2vVg0FLvK8fu+9ulhZ63u+oTf31054LRMQl50e0T+TXA5dJSEmnkpcjrSp53l0RdRbWjdWeNx0LTl7mCE/kgdLF7Pn9lUa83b4SFnodyw5eYdG+S9oUSHXudKfd+51ZYzQHpRSfrD6JfUoki+2+xsqQBOVawdC/wbmEucMTuczH1Y4hTfwA+HLLZYw9ftCq859Yof3eF0LkqkdOtnft2kXr1q3Zs2dPlnUbNmxg4sSJfPPNNw89TlBQEBUrZj/HYmBgIGlpaTRpcrdqb9OmTQkICKCIDjEXQhRBW06Hk25UVPZyopyHo7nDuT+lYPd0rRX7xAptDtaKHbTuoxXaa3Pk/jYAEqPve4iO1b2oW8aV5DQj32w5m4/BP7qUdAML9mhzLo9oXg59xpRlqYnw+0BITQDfZtD8HTNGKfKCpYWeMW0r8lHnqgBM/vs0R6/cgpbvawnHhe0QkbXXXlH294kb7D19mfnW03A3RoN7Zej9M1jZmTs0kUdGtSqPk60lZ27E81e0D7T5RFvx9/vaLAxCiFzzyMn2yJEjmT59Og4OWcdHzZ07l5EjR+boOKdPn8ZoNNK5c2dKly7Nc889x/nz5wGtK7q7uzvW1tam7X18fEhOTiY6Ovt/9lJSUoiLi8v0EEIIgIi4ZJb8e4l+P+6n1sRNrDt+LV/Om1GFvEB3IU9NhBVDtDGrKKjSVZsKpv8K8G0Cz/8IbmUh9jL8MRQM6dkeRqfTMe5OArP80BXORSRku11B8FfgNSLiU/Bytrk7XZlSsO5tiDwNjl7wwgKwsDRvoCLPDG3qR+ca3qQZFKN/OUKMlbf22QfY//T0oou9ncaEv07wjdUcaugvgn1x6Pc72LmaOzSRh1ztrRnZsjwAX28KIaXRG1CpExhSYPlASIoxc4RCFB1mm/rrzJkzREVFMWbMGP766y9sbGxo3bo18fHxJCcnY2Njk2n7jNdJSUnZHu/LL7/ExcXF9ChdunSevwchRMH2V2AYL8zZR8Mvt/LJX6fYdz6a2KQ03ltxnHMR8Xl67oSUdHadjQQKcLJ98yL81B6CVmtVt7t+Ay/9AiVq3d3Gzg1e+hWsHODiTtg64b6Ha+BXjHZVvTAYFUMWHiToWsG76Wk0Kn68M93XsKZlsba882fw8CI4/hvoLLREW7qPF2k6nY4pz9ekrLsD12KTeWt5IMaGr2krj/8Ot2+aN8B88uvBywxPWcyzFgEoC2vtZ10KAj4VhjUti6eTDVdjkvjlwFXoOQdcfeHWZVg1EoxGc4coRJFgtmT777//5vjx4zz77LPUrVuXJUuWkJyczNq1a7G1tSU5OfOYv4yCa3Z22XdrGjduHLGxsabHlStX8vw9CCEKrhWHrvDmb4EcCo1BKahd2pUPO1ehcbniJKUZGPXLEW6nZt9Kmxt2BEeQmm7Er7g9Vbyd8uw8j+3ibvixNUScAgdPGLwO6g/LfluvatrUP6DNuXty5X0PO75bNcoUs+dqTBK95uxlzbH86UWQU2uPX+NsRAKONpb0bVhGW3jtKGx4X3ve9lPwa2a+AEW+cbK1Ynb/uthY6tkRHMmcCx7ajab0ZDi80Nzh5TmjUXHp35WMtFwLgO65WTKH9lPEztrCNJPEzO3niNc5Qp8lYGEDIRth77fmDVCIIsJsybaVlVWmxNnGxgY/Pz+uXbtGyZIliY6OJi3t7hQyYWFh2NraUrx48WyPZ2Njg7Ozc6aHEOLptO98FB+uOgHAgEZl2Pe/Nqwe3ZRXWpRnRt86eDjZEBKewPi/Hjyt1eO6HH2bRXsvAfDsMyXQ6XR5cp7HdvUQ/NpH6ypYsh68sgN8Gz94n+o9oNlb2vO/34Pk2Gw3K13MnjWvN6V5RXeS04yMWXaUyX+fJt1g/laS67FJfHrnez68WVmcba0gPQX+GKYVg6vcGZq+aeYoRX6qWsKZSc89A8DXm0O4XHGItuLgT2AoPNPYPY5/z4XzcpJ2UyHN/zWo+aKZIxL57cX6pSjnrs0k8ePui9rNps5faSu3TdLmopcWbiGeiNmS7UqVKvHjjz+aXicmJhISEkLVqlWpXbs2lpaW7Nu3z7R+9+7d+Pv7F7x/WoUQBcq5iARGLjlMmkHRtWYJPuv+DD6ud2/seTjZ8N1LtdHrYMXhq/xx+GqunfvMjTje/O0oraZt51BoDJZ6HT3q+OTa8XNFZDD88gKkJUK51jDkb3ApmbN9W38E7pXgdhTsnHrfzVztrVk01N80JnDergsM+/kQyWmG3HgHj8VoVLy74hixSWnULOXC620qaCv2z4GbF8DRW2u9l78xT50XG5Smcw1vjAp+jKml9fSIvwZBf5k7tDx1ectcKurDSLRwwarNOHOHI8zA0kLPux0rA/DjrguE3UqCuoO06vzKqE0Htrg7xFwyb6BCFGL5lmynpaURFRWF8c4dsq5duzJp0iR27dpFcHAwQ4YMoWzZsjz77LPY29szePBg3nnnHU6dOsX27duZMWMGo0ePzq9whRCFUHRCCkMXHSQuOZ26ZVyZ1rvW3UrT92hS3t3Ufe7j1ScICX+y8dtxyWm8uuQQz367m78Cr2FU0KKSB7+/2ogq3gWol03sVVjS826Ldp+lYPXwqRpNLKzg2S+15wd+gMiQ+2+q1/G/TlWY2a8OdlYW7AqJZMyyo2Zr4Z6/5yJ7z0VjZ2XBt31qY2Whh4QI2DVN26DdeG18ungq9fXXhhSsD7qJof5wbWERLpQWfTOatuELAIj1fwtsXcwckTCXTs9408DPjaQ0AxPXnNJuOHabAZ2mgpU9XNoNs5tAwE/Syi3EY8i3ZHvv3r14eHhw+fJlQCto1qdPH1566SXq1KljGq9tYWEBwNdff021atVo2LAhffv25cMPP+TFF6WLkxAie8lpBkYsPsSVm0mUKWbPj4PqY2tlcd/tR7euQLMKWlfnl38+xJkbj1fMSynF+yuO88+pcHQ66FKjBOveaMbiYf7U8y32uG8n9yVGa4l2XJjWOt1vBdg8xnRkFdppVWuN6fDPhw/dvGtNHxYMaYC1pZ5NQeF88tfJfJ/CMehaHF/9EwzAx12r3p2GbdskSI0HnzpQ86V8jUkULI3LFcfN3oqbiakcKt4DLKwh7BBcCTB3aHni4topeOpucV1fAp+20pDxNNPpdHzeowaWeh2bgsLZejoc9Hpo+Cq8thd8m2o9oda/o/WKekqKBwqRW3SqiE5cHRcXh4uLC7GxsTJ+W4inwJSNZ5iz4zzOtpasHNWUCp4PTyQj41PoMWsvYbeSsLXSM7lnDXrVLfVI51249yIT1wZhZaHjt1caFawEO0NaMizqDGGHwbkkDPsHXJ9gxobo8zCrIRjToN9yqNTxobtsPHmdUb8cwajgjTYVeKdD5cc//yNITjPQfeYeQsITaFfVix8H1dOGI10/BnNbAkq7HlIY6qk3buUJlh28zEsNSvN/Fj9A4C9Qvi30/Q0srR9+gEJCxd8g+eta2JHMnjrTaPbcCHOHJAqALzecZu7OC5Rys2PzWy2xs75zs9pohIAfYfN4SE8C1zLw4hLwqW3WeIXIiYKQD5ptzLYQQuSWa7eSWLDnIgBf9a6Vo0QbtPHba99oZirm9fbyY3y06gQp6TkbWxx45RaT/z4NwEedqxbMRBtg99daom3nBgNWPlmiDVC8PDQepT3fOA7SUx+6y7PPlODzHjUA+H7bOX7ed+nJYsihKRvPEBKegLujDVOer6El2kppcaPgmecl0RYAdK1ZAoCNp25oBcP0lnB+K/z6IiQXvGnsHlfE2gnYkcwxVYHaHYeYOxxRQLzZtiIlXe24GpPE99vO3l2R0co9Yiu4ldWmBlvQEQKXmS9YIQoRSbaFEIXeN5tDSEk34u9XjA7VHm1+5GIOWjGvMW0rotPBLwcu88Kcf9l48voDC3rF3k7j9V+PkGZQdK7hzeAmfk/4LvJIxGnY8432vNt34Fkld47b4j1w9IKb5+FAzsa29mtYhrfba2PlJ6w9xU+7L2A05l3nqn3no1h4pyr8Vy/UpLijjbYi6C8I3QuWttBuYp6dXxQuDcsWw93Rmlu309iX4K21aFs5wIXtsLAzxF03d4hPLjIY95DfAdhfYSyOtlZmDkgUFPbWlozvVg2AH3df4FzEf2qZeFXXZq6o2EGbHm/1SFj/rozjFuIhJNkWQhRqwTfi+fOIVlH8f52rPNaMBRZ6HW+3r8TCIQ1wtbfiRFgsI5ceoe6kzbyx7CgbT14nIi6ZtDvFvZRSvPvHMa7GaOPD/+/5mgVzpgSjEda+qXX3rtwZqnbPvWPbOEG7CdrznV9B1NkHbp7hjTYVGNzYF6Xg8/WnGbzwIBFxybkX1x3xyWm8t+I4oCX5rat4aivSkmHzJ9rzJmOevJVfFBmWFnqefcYbgPXHr0HF9jB0vVadPPwE/NROu3lViKVu/AQLjGwy1KNx627mDkcUMB2qe9OuqidpBsVHq7Kpr2HnCn1/h5b/014H/AjB6/M9TiEKE0m2hRCF2pSNZzAqraJq3TJPVk26VWVP/h7TnBHNy1LS1Y7bqQbWHrvGyKVH8J+8lYofbaDmhH9oNmU7m4PCsbbQM7t/XW2+5oLo8AK4cgCsHbW5U3P7hkDNl6BMY63I2JJeOWr50+l0TOhenUk9nsHWSs/us1F0/HYXm07dyNXQvlh/mrBbSZQuZseHnatqC5XSivzcugxOPtBsbK6eUxR+XWpoU/X9cyqc1HSjVjzv5c1QvCLEXYX5HeH0WjNH+Zgu7cH6/D+kKz1/FBtBjZJSgVxkNb5bdWyt9By4eJOPV5/M2sNLr4fW4yCjav/FXfkfpBCFiCTbQohCa/+FaLadicBCrzPNFfqkfFzt+KhLNfZ80JpVo5owonlZyhSzJ2MGsbjkdG0uUuCTrlV5pqD+wxp3Dbbc6SLd9lNwebTCbzmi12vThxUrD7GX4ZfekBz70N10Oh0DG/my7o1mVPdxJuZ2Gq8sOcx7K44RlZDyxGFtPxPBbwFX0Ongqxdq4Whjqa3Y8w0ELgWdHrrPAGuHJz6XKFr8yxbD3dGG2KQ09p6P0ha6+cHwTVC6EaTEwu8DYO1YSL1tzlAfjdGI2qT16FhmaEPzxk0KZm8cYXali9nzURetO/kvBy7z/Jx9XIpKzLph2eba18v/5mN0QhQ+Uo1cCFEoKaXoMXsfx67con/DMnzRs0aens9oVMQmpRGdmEJ0QiqWFnrq+RaQeZmjz0PyLXD1A/tiWgv27wO0FriS9WD4ZtDffxq0J3bzIszvAIkRULYF9P8DLG1ytGtqupGvNwczb9cFlAInG0veaFuBIU3KYm15936wUorwuBRup6ZjbanH2kKPlYUeO2uLTFO83bqdSodvdhERn8LwZmX5pKv2TyOnVsGKIdrzTl9Bw1dy692LIubTv06y+N9QXqhXimm9a91dkZ4K2z+Hvd9pr90rwfPzoURN8wT6KE7+CX8MI0HZ8qzxO/7+6PmC2yNHFAjbgyN4+/dAYm6n4Whjyf89X4OuNX3ubhB3HaZXAXTwv1CZq10USAUhH5RkWwhRKP19QptKyt7agh3vtcLTydbcIeUvo1GrlPzvTLiw4+5ya0dteq+oYK2a8is7wfuZvI/nWiAs6gKpCVqF714/aS3fOXTo0k0mrg3iRJjWMu5X3J5RrSsQnZDK0csxBF65RUR81lZvnQ5KudlR2cuJil5OnL4ex47gSMp7OLB+THMtEb96SIstPRkajoROU3LrXYsi6MCFaPrM24+TrSWHP26f6aYPAOe3w6qRkHBDm4/bo7LWyp1252HvDk3HQO3+YFEAEtr0FJjZAG6F8nXaC4TXGcPUF2o9fD/x1Lsem8SYZUcJuBQDwJAmfnzStRoWGV29vqsFMZeg/59QsZ35AhXiPgpCPijJthCi0DEaFe2+2cmFyETGtK1oqnD9VDCkQeCv8O8sLaEG0FmAg4f2z/+9mr0N7cbnX2znt2ldyY3pUKI21B0ENV7IcYuH0aj448hVvvonmMhsEmsLvQ4HawtSDUZS043cr5C5hV7Hn681oXZpV4gJhZ/aQmIkVOwIfZflbSu/KPSMRkWjL7cSEZ/C/MH1aVs1mxkOEqNhzRsPLg7lVhZaf6jdfDLnZ+7fWfDPh0QoN1qmfM2vo9pQ5wnrW4inR7rByPTNIczecR6AzjW8mf5ibe1G5qrX4Niv0PxdaPuJmSMVIquCkA9Ksi2EKHS2n4lg6KIAnGwt+Xdc27tjcou65Fj4rT9c2q29tnaCeoO1OVBdy2iVtmOvaC0NqYlQtVv+/5N/4g9Y/RoY7sy9bWkH1Z6DBi9D6QY5OkRCSjpzdpxj25lIyrrbU7u0K3XKuPGMjwt21nffj8GoiLmdytnwBELC4wkJj+diVCJdapagf0Nf7XrN7wiRp8GrBgzboFVRF+IhJqw5xaJ9l+hSswSz+tXNfiOl4GoApMRpU4RZ2YGVvdbjZNc0uH1nzLdHVWjzEVTpmvtFCh8mKQa+qw3Jt/ggbQTHPLqz4c3mMl5bPLL1x6/z1u+BpBqMNCpXjHmD6uN86ldYOwZ8m2mV+4UoYApCPijJthCi0Bm04CC7QiJ5uVlZPs4Yk1vUxV2DpS9AxCmtq3ir/0HdwWBbAH+/JUbBsd/g6BKIPHN3eZ2B0GES2OVDq5ohHX7trbW2O3rDiG3gUjLvzyuKhMArt+gxay8A73aoxOttKj7aAVIS4MAPsG/G3aKBPnWgzcdQvm3+Jd2bPoF9MwjVl6bN7cl82r0mg5v45c+5RZGz71wUryw5TEJKOlVLOLP0OVeKL2oGlrbwv8s5rtUhRH4pCPmgVCMXQhQq5yMT2BUSiU4Hgxr7mTuc/BFxBn5qryXajl4w9G9o8kbBTLQBHNyhyeswaj8M3wK1+mrLjy6Bmf5asaa8vM+rFGx4T0u0reyh32+SaItHUru0K//rVAWAaZtCmHOnC22O2ThCi3fhzeNaF1srB7h2FJY+Dws7a9Ml5eXPgCEdAn6CA3MBmJD8EpaWVvSoIz8H4vE1qeDOb680wt3RhtPX4+jxewRGu+JaPYzrx8wdnhAFkiTbQohCZcm/oQC0reJJmeL2Zo4mH1zaCws6aHP8Fq+oVRYvUUiKG+l0Wtfxnj/A0I1a9ebECPhjGPzaB8IO503CsX82HFoA6OD5n7QWRSEe0ciW5XnvzpSCUzaeYd6uR0y4AexctbGsbx6DRqPBwgYu74Ofu8HM+tp0dPHhuRv4+e0wt7k2p7whhSDHxmw31qZrTR9c7ApAwTZRqD1T0oWVrzWhpKsdV2KSCXO+8/dIpgATIlvSjVwIUWjEJ6fRaPJWElMNLBnuT/OKHuYOKe/EhML2L+D4ckBB6YbQ9zdtaq/CKj1FSy52TQNjmrbMoyrU7gc1+4BTNoWo7kcpbaxscpxW8dnCWuvCeH67Nu0ZCjp8obWwC/EEvttylm+2hADwcZeqvNy83OMfLDYMdn+tDbNIuzN3sc4CKnYAr2paoUMHD3D0BCcfcC2ds665RqM2fnzvtxD8t7bMzo2kZh/QYGMpEtL0/PlaY+r5FuLfH6JA+WJ9ED/uvsjc8vvoGDYTKnfWClAKUYAUhHzwKakqJIQoCv48fJXEVAPlPRxoVsHd3OHkjcRo2D1N6wKaUWSsVj/oOl0rwFSYWdpoY82r94RdX2nzgEeehs2fwJYJUK4lVOoElTqAm9/d/WIuaV3CL+7SnidEatXFDVkrlpvUHwaNR+ft+xFPhTfbVcSgFDO2nuXz9ae5diuZcZ2rYGXxGJ0DXUpqP8vtJ2pzvx9ZAlcPQsgG7ZGFTpvKz80v68O1jDa05PQ6OLP+7mwEOgvwHwEtP+CP4/EkpJ2koqcjdaUCuchFVby1xGVXcgU6gtaybTQ+0pSPQjwNJNkWQhQKRqNi8Z0u5EOa+BXNarqn12mVvFPitNflWkG7ieBT25xR5T6Pylr37uRYLeE4+ouWcJzfpj02vAceVbTpw64cgJiL9z+WhbU2HRr3dNKq1gM6Tc3/ys+iyHqrXUUsdDq+2RLCgr0XORF2i1n96uLpbPt4B7Rx0qbGqztIq8kQvB7ib2g3kRIiteEWsWFa63fcVe0Ruuchx3SGyp2g+TvgURmlFL8eOAVAX/8yRfN3pjCbKiW0mR02RnvyuaUduqQYiAoBzypmjkyIgkWSbSFEobDrbCQXohJxsrGkV91S5g4n9x1Zok2hoozgXVNr+SrfxtxR5S1bF6g3RHtEndO6v4b8o7WQRJ65W8lcbwmlGmjXw+sZrYttRndb6zvj9g3pWku30VBwC8eJQkun0/Fmu4pULeHEO8uPEXAphs4z9jCrXx1qlHLh0KUY9l+IZv+FaAwKhjbxo1stHyz0OUhwPatkn6AopVX2j7mU/SMuTCtGWKWLNs2fXwuwtL6zq2Lurgucvh6HtaWeXnWlMJrIXRU8HbHQ64hOVqRWqIvN1b3a725JtoXIRMZsCyEKhaELD7I9OJKhTf0Y3626ucPJXfu+h00fa8/rDICu34HFU3wvNClGa+GOOA0l64FfM5kfWxQYF6MSeW3pYc7ciMdCr0MHpBuz/itVwdORse0q0vmZEuhzknQ/KkOa1mX8P912jUbFpPVBLNx7CYC32lXizXaPOHWZEDnQ4ZudhIQnsL3eXsqemgU1X4Jec80dlhAmBSEffIr/mxNCFBaXohLZcWe6r8FFabovpWDbJK1gEmjTebWfJN2f7dzgmefNHYUQ2Srr7sDKUU34aNVJVh0NA6Ckqx2NyhWncfnihMclM2/XBc5FJPD6r0ep7HWOdzpUon01r9ztym2RtbJ4cpqBd5YfY/2J60AuFHQT4gGqlnAmJDyBE/qqlAWt0r4QIhNJtoUQBd6aY9dQClpW8sDP3cHc4eSefz6C/bO0520/hWZvS6ItRCFgb23J9Bdr8Vqr8thZWVC6WOZpCAc29mXBnovM332R4PB4XllymPq+bvyvUxXq++VNRfDY22m8suQQBy7exNpCz7QXa9G9lk+enEsI0Iqk/cU1dieVpbtOD7cua7UGXGTYghAZpGSgEKLA2x4cAUCnZ7zNHEkuurT3TqKtgy7TtaJGkmgLUWjodDoqeTllSbQBnG2tGNuuEns+aMNrrcpja6XnUGgML/zwLyMWHyL4RnyuxWEwKpYdvEzb6Ts4cPEmTjaWLBrWQBJtkecyiqQFRhi0ehoAV/abMSIhCh5p2RZCFGg3E1MJvHILgFaVPc0bTG4xpMOG97Xn9QZDg+HmjUcIkSdc7K344NkqDG7sx3dbQ/g94Aqbg8LZHBROdR9nutfyoUvNEpRyy5qw58S/56P5bF0Qp69rMxiUc3dgVv+6VC0htWpE3qt6Z/qvC1GJpDdthOWN43B5vwwDEuIekmwLIQq0XSGRKKWNDfN2ecxpdgqawwsh/CTYukKbT80djRAij3m72PJlr5oMb1aWrzeFsCkonFPX4jh1LY4vN5yhZikXbK0siE9OJyEljYTkdNKNCmsLPVYWeqwsddpX/d3n6QbFibBYAJxtLXmzXSUGNvLF2lI6LYr84eVsg6u9Fbdup3HNuTZlAC7uMndYQhQokmwLIQq0jC7krSt7mDmSXJIYDds+1563+Rgcips3HiFEvqng6cScAfW4mZjKhpPXWXvsGgcu3uT41djHOp6FXkf/hmUY264SxRysczlaIR5Mp9NRxduJ/RductSyNmV0FtqUjTGXwM3P3OEJUSBIsi2EKLAMRsXOkEgAWlcpIl3It30Gybe08W31hpo7GiGEGRRzsKZ/Q1/6N/QlPC6Z/ReisdTrcbS1xNHGEidbSyz0OtINijSDkVSDMdPztHQj6UZFtRLORatopCh0qng7s//CTU5E63iuTGMI3QPBG6HRSHOHJkSBIMm2EKLACrxyi1u303C2taROaVdzh/Pkrh2Fwz9rzztNfbrn0hZCAODlbMtztaV6syicqt4pknbmRjxUe/ZOsv23JNtC3CEDe4QQBdaOO13IW1TywNKikP+6Mhrh7/cBBc+8AH5NzR2REEII8USq3CmSduZGHFTurC0M3QvJjzc0QoiippD/9yqEKMoyxmu3KQpdyIPXw9WDYOUAHSaZOxohhBDiiVXyckKng6iEVCKtS0HximBMh3NbzR2aEAWCJNtCiAIpIi6Zk2Fx6HRay3ahd/x37WuD4eAs898KIYQo/OysLShbXKsboLVuP6utCNloxqiEKDgk2RZCFEg77hRGq1nKFXdHGzNH84SS4yBkk/a8Rm/zxiKEEELkoioZ47avx0OlTtrCs5vAkG7GqIQoGCTZFkIUSDuK0pRfwRvAkKJ1r/OuYe5ohBBCiFyTMW779I04KN0QbF0hKUYbOiXEU06SbSFEgZNmMLI7JAqA1pWLwHjtk39qX5/pBTqdeWMRQgghclEV73tati0soVJHbUXwBjNGJUTBIMm2EKLAORwaQ3xKOsUdrKlR0sXc4TyZpBg4v017Xr2XeWMRQgghclnVElrL9rmIBNIMRqgk47aFyCDJthCiwMmoQt6ysgd6fSFvCT69Doxp4FkdPKuYOxohhBAiV5Vys8PRxpJUg5GLUYlQoS3oLSEqBKLPmzs8IcxKkm0hRIGz7XTGeO0i1oVcCCGEKGJ0Op2pK/np63Fg6wK+TbWV0pVcPOUk2RZCFCiXohI5G5GApV5X+Kf8SoiEi7u055JsCyGEKKJMFclvxGsLKnfWvkpXcvGUk2RbCFGgbA4KB6BRueK42FmZOZondPovUAbwqQPFypk7GiGEECJPmCqSX4/TFmTMtx26T6tdIsRTSpJtIUSBsinoBgAdqnuZOZJccHKV9lUKowkhhCjCnrlTzDTwyi2MRgVufuBRVbvhfHaLeYMTwowk2RZCFBhRCSkcDtXugLerWsiT7bjrELpXe169p3ljEUIIIfJQdR9n7KwsuHU7jbMRCdrCKl20r2fWmS8wIcxMkm0hRIGx7XQERgU1Srrg42pn7nCeTNBqQEHphuBa2tzRCCGEEHnGykJPXV9XAA5euqktrHJn3Pa5LZCeYp7AhDAzSbaFEAVGRhfy9tUKeat2YjQc/FF7Ll3IhRBCPAUa+BUDIODinWS7RB1w8oHUhLvFQoV4ykiyLYQoEG6nprP7bBRQyMdr374JS56Dm+fB0Rtq9DZ3REIIIUSe889Iti/dRCkFev3d1m3pSi6eUpJsCyEKhF0hUaSkGyldzI7KXk7mDufxJMXAkh5w4wQ4eMKQdeBQ3NxRCSGEEHmuThk3LPU6rscmczUmSVuYMQVY8AYwGs0XnBBmIsm2EKJAyJjyq0M1b3Q6nZmjeQzJsbCkF1w/BvbuMHgtuFc0d1RCCCFEvrCztjBVJQ/IGLft1xxsnCEhHMIOmzE6IcxDkm0hhNmlG4xsPaMl24VyvHbqbVj6Alw7AnbFYPAa8Kxi7qiEEEKIfNWw7N2u5ABYWkPFDtpz6UounkKSbAshzC7gUgy3bqfhZm9FfV83c4fz6HZ9BVcPgq0rDPoLvKqbOyIhhBAi32UUSTuYUSQN7hm3vd4MEQlhXpJsCyHMLqMLeduqXlhaFLJfS1HnYN/32vMes6FETfPGI4QQQphJfT/thvn5yESiE+5M91WhPeitIPosRIaYMToh8l8h+69WCFHUKKUK75RfSsGG98GYpv0zkVEIRgghhHgKudpbm4qcBlyK0RbaOkO5ltrzYGndFk8XSbaFEGZ15kY8V2OSsLXS06Kih7nDeTRn1sH5rWBhDZ2mQGEs7CaEEELkogZltdbtTF3JK0tXcvF0kmRbCGFWO4IjAWha3h07awszR/MIUm/DxnHa8yZjoHh588YjhBBCFAAN/P5TJA3uJttXD0H8DTNEJYR5SLIthDCrPee0ZLt5RXczR/KI9kyH2CvgUhqav2PuaIQQQogCwf9ORfJT12JJSEnXFjqXgJL1AaXNuS3EU0KSbSGE2SSlGgi4qI3palaYupBHn4e932nPO04Ga3vzxiOEEEIUECVc7CjlZodRwZHQmLsrMqqSn1ppnsCEMANJtoUQZnPw0k1SDUZ8XGwp7+Fg7nBy5tpRWNYXDKlQvg1U7WbuiIQQQogCxf+/820D1OgN6ODiLu2mtRBPAUm2hRBms+es1oW8WUV3dAW9uFh6KmyfDD+2hahgcPCEztOkKJoQQgjxH/7ZzbftWgYqdtCeH1pghqiEyH+SbAshzGb32SigEHQhDz8FP7WFnVNAGaBaDxi1X4qiCSGEENlocKdlO/DKLVLSDXdX1B+mfQ38BdKSzRCZKCqUUuYOIUck2RZCmEVEXDJnbsSj00GzCgW0OFpiFPz9HsxtATeOg50bvLAAXvwZHIqbOzohhBCiQCrn7oC7ozUp6UZOXI29u6Jie62waFIMBP1lvgBFoRafnMaA+QfYfyHa3KE8lCTbQgiz2HNOa9Wu7uNMMQdrM0fzH6m3Ydc0+K42HJwHxnSo0hVGHYBnnjd3dEIIIUSBptPpTOO2MyVEeguoN1h7fmi+GSIThV1CSjqDFxxk77lo3v49MHPPiQJIkm0hhFnsudOFvHlB6UJuNGrzf277Ar6vC9smQWo8lKgFg9bAS7+Ak5e5oxRCCCEKhcbltB5g+y/czLyizkDQW8KVA3DjpBkiE4VVQko6QxYc5MjlW7jYWTFvUH1sLC3MHdYDWZo7ACHE00cpxe47LdvN87ML+c2LcOAH0FmAlZ32sLSFGyfg3Ba4HXV3W9cy0HY8VO8FerkvKYQQQjyKRneS7UOhN0lJN9xNipy8oUoXrRv54YXQ5WszRikKi8SUdIYtDOBQaAzOtpYsHd6QZ0q6mDush5JkWwiR74LD44mMT8HWSk89P7f8OWnSLVj6PNx8wHQjNs7adF6VnoVneoGlTf7EJoQQQhQxFTwdcXe0JiohleNXY2lwp0I5oBVKC/oLjv0O7SaCjaP5AhUF3u3UdIYtCuDgpZs42Vqy9OWG1ChV8BNtkGRbCGEGGV3IG5Ytnj/df4wGWDlCS7SdS0GNFyAtCdISta/OJbXpSMo0AgurvI9HCCGEKOJ0Oh0NyxVn/fHr/Hs+OnOy7dcCipXX/i6fWAH1h5ovUFGgKaV487dADly8iZONJUuGN6RmKVdzh5VjkmwLIfLdLtN47XzqQr59MpzdpHUZf+kX8KmdP+cVQgghnmKN7iTb+y9EM6Ztxbsr9HqtdXvTR9qc2/WGgE5ntjhFwbU5KJzNQeFYWehYNMyf2qVdzR3SI5GBiEKIfJWcZuDgRa0yabP8SLaD1sDuadrzbjMk0RZCCCHySUaRtMOhMVmrRtfuBxY22tSaVw+ZITpR0CWnGfhsXRAAI5qXo55vPg09zEWSbAsh8tXh0BiS04x4ONlQ2cspb08WHgSrRmrPG42GWn3y9nxCCCGEMCnv4YCHkw0p6UYCL9/KvNK+2N3pNA/OzffYRME3Z8d5rsYk4eNiy+ttKpg7nMciybYQIl/tPnu3CrkuL7uMpafA8oHauOyyLaD9Z3l3LiGEEEJkodPpTFXJ/713vu0MDV/Rvp5aDfHh+ReYKPAuR99mzk6tqO3HXathb104Rz9Lsi2EyFcZXcib5vWUX4d/huhz4OgFLywCi8L5S1oIIYQozBqV0wqj7c8u2fapA6X8wZgGhxflb2CiQPts3SlS0400q+BOp2e8zR3OY5NkWwiRb5RShIQnAOTtlA2pt++O0275PjgUz7tzCSGEEOK+MsZtH7l8i+Q0Q9YNGr6qfT20ANJT8zEyUVBtOxPOltMRWOp1TOheLWtPyOQ4+OVFCN1nngAfgSTbQoh8cy02mYSUdCz1OvyKO+TdiQ7Og4RwcC0DdQbl3XmEEEII8UBl3R3wdLIhNd3I0f+O2wao2l3rhZZwA06vyff4RMGSnGZg4lqtKNrwZmWp4Pmf+j7x4bCoC5z9B/4coQ0bLMAk2RZC5JuQ8HgAynk4YG2ZR79+kmNhzzfa81YfgqV13pxHCCGEEA/10HHbltZQ78482wd/zMfIREH03dazhEbfxsvZhjfunS4OIPo8zG+vVbB38ICXloKljXkCzSFJtoUQ+SbkhpZsV8zLKuT/zoLkW+BeGWq+mHfnEUIIIUSONC6vJdvZjtsGqD8U9JZwZT9cP5aPkYmC5NiVW8y9UxRt0nPP4GhzT72dsCMwvwPcCgU3Pxj2jzbmv4CTZFsIkW8yxmtX+m+XoNySGKUl2wCtPwS9Rd6cRwghhBA5ltGyHXi/cdtO3lCth/b8wLz8C0wUGCnpBt774xhGBc/V9qFD9XuKol3YAYu6wu0o8K4JwzdD8fJmi/VRSLIthMg3Gd3IK3s75s0J9nwDqQlQopY2BkwIIYQQZudX3B5vZ1tSDUaOhMZkv1FGobQTKyDxPi3gosj6fus5Qv6fvfsOj6rM2zh+z0zKpBcSWgghlNClKUZRBMXeUGy7WLHXXdxV13Xtu+uuay8g+q6i6NoRxVUsK00QLCAghBZqAoH0Pmlz3j9OZiASSJuSTL6f68o1M8+cOeeXI4bcPG1fmRIiQ/TQuUMPvFG4U3r3yvqtXE+Srv6vFNnVf4W2EGEbgE84nYa27PfiMPKSPQfmep18v2TlxxsAAO2BOW/b3AKs0XnbktTrGPMfy+uqpFWzfVcc/G5dVrF7T+2/Th6muIj69XbqaqUPr5Oqis0/H1Pfl+zRfqy05fhtFIBP7C6skKPGqZAgq1Liwz1/gRUzzL+gk9Ol/pM8f34AANBqx/dLkCR9s3F/4wdYLFL6Lebz716Uqsp8VBn8qbrWqbs+WKM6p6Gzj+qhM4b1OPDm4n9IWd9LodHSlH+3+8XQGkPYBuATrvna/RIjFWTz8I+eGoe0+i3z+Qm/N//CBgAA7cakId0UZLVo/Z4SZeYeJkgPu0iK7ydV5JvbeCLgPfnVJm3MKVV8RIgeOe+g4ePbl0pLnjCfn/uMFJfil/rairANwCdc87XTunlhvnbGJ1JlgRTdSxpwmufPDwAA2iQ+IkQnDDB7t+ev2dP4QbYg6aS7zefLn5OqSn1UHfxh9rLtmrV4myRz9fEukfU91+X50tzrJRnSqCukYVP8V2QbEbYB+MSBsO2F+do/vmo+jrmKFcgBAGinzj2qpyTpkzV7ZBhG4wcNu0jq0l+qLJRWzvJhdfClj3/O1kPzN0iS7jw1TWcfVT983DCkT26TSvdKXQZIZ/7Tj1W2HWEbgE+4t/3ydNjet0Ha9Z1ksZn/+gkAANql04Z2U2iQVdtyy7V+T0njB9mCpJPuMZ8vf15yFPuuQPjEwk379Yf3zP3Urz6+j24/uf+BN5c9K236TLKFSBe9KoVE+KlKzyBsA/C62jqnMvebYXugp8P2T6+Zj4POkqJ7HPlYAADgN1H2YJ08yNy2af7awwwll8xhwwlpkqOI3u0A89POAt385k+qdRo6f2RPPXDOEFlca+1s+Ur6+iHz+RmPST2O8ludnkLYBuB1OwsqVF3nVFiwTb3iwjx34upyac075vOjp3nuvAAAwCvOG2EOJf90zV45nYcZSm61Hejd/u4FqbLIN8XBq7KLKjVt9o9y1Dg1YWCinrh4hKzW+qCdt1X64FpJhjT6Kunoa/1aq6cQtgF43Zb6+dr9u0Ye+KHqCb98KFWVSHGpUuoEz50XAAB4xcRBXRUZGqTsokqt2lV4+AOHXiAlDjKHka98yXcFwisMw9CfPlyr4soajegVoxlTRyvYtTuNo0R65zfmftrJx0pnPREwO8sQtgF43aYcL83Xdi2MdvQ1kpUfZwAAtHf2YJtOG9JN0hFWJZd+1bv9orlCNTqs937craVb8hQaZNXTl45UeEiQ+YbTKc29QcrbLEX1lC6ZIwWF+LdYD+K3UwBet3m/F7b9yl4l7VltLqAxcqrnzgsAALzq3JHmUPL/rtur2jrn4Q8cMlnqNtwcxbbo774pDh63t7hSf/00Q5L0h9PS1Dex/vdBw5C+vE/a/LlkC5Uue0uK6ubHSj2PsA3A6zbn1Ift7h7s2XYtjDbkfCkiwXPnBQAAXnVC/wTFhQcrr6xa3207Qo+11WoulCWZo9n2bfBNgfAYwzD057nrVFpVq5HJsbr2hL7mG3W10se3SStmmK/Pe05KGu2/Qr2k1WG7urpaQ4YM0aJFiw55b8uWLbLb7Uf8fG1trR588EH17t1bcXFxuuCCC7Rnz4GhJPPnz5fFYmnwddFFF7W2XAB+Ul3r1Pa8ckkeHEZeXSGt+9B8PuYaz5wTAAD4RLDNqjOHmzuIHHEouSSlnigNPlcynNIX95q9oegw5q7K1sJNuQqxWfWvi46SzWoxf49793Lp5zcli1U67wVpxGX+LtUrWhW2q6qqNHXqVGVkZBzyXlZWls477zxVVVUd8Rz//Oc/9cYbb+jNN9/UypUrVVNToylTprg3uN+wYYPOPvts5ebmur9ee+211pQLwI925Jer1mkoMjRIPWOO/I9wzbb5c6mmXIpNkVKO98w5AQCAz7hWJf/8lxxV1dYd+eBTHzWnjW1bJG1e4P3i4BH7Sxx6eP56SdLvJg3QgG5RUmWhNOcC83e5ILt06VvS6Cv8XKn3tDhsb9iwQenp6dq6desh782bN09jxoxpsldbkl599VU98MADGj9+vNLS0vTyyy9rxYoVyszMlCRlZGRoyJAhSkhIcH9FRXl4cSUAXrepfgj5gG6RB/ZRbCtXr/bwiwJmtUoAADqTsX3i1T3arlJHrRZu3H/kg+NTpeNuNZ9/cZ9UW+39AtFm//pik0octRqeFKMbx/c1g/ZrZ0u7V0ihMdIVH0mDzvJ3mV7V4rC9ZMkSTZw4Ud9+++0h733++ed6+OGH9fTTTzd5nlmzZunss892v3b9El5ebg433bBhgwYMGNDS8gC0M65tv9K6eugfyyoLpS1fms+HMbUEAICOyGq1aPKoJEnSBz9lN/2BE/8gRXSVCjKl72d5uTq0VUF5tT6unyLw0HlDFKQ66b2rpP3rpcju0jWfdYrRiS0O2zfddJOeeuopRUREHPLerFmzdNNNNzXrPJMmTVLXrl3dr2fMmKHu3btr8ODBkqSNGzdq+fLlGj58uNLS0vTAAw+opqbmsOerqqpSSUlJgy8A/rdpn4cXR8uYLzlrpK5DpG5DPHNOAADgc1NGm2F70ab9yi878hRUhUZJpzxgPl/8uFSW6+Xq0Bbv/bhb1bVODU+K0ejecdIXf5a2L5aCI6TLP5C6D/N3iT7RLlYj//DDD/XYY4/pwQcfVEhIiLKzs1VaWiqr1arZs2frqaee0uzZs3XXXXcd9hyPPfaYYmJi3F/Jyck+/A4AHM6Wfa49tj207de6D8zH4fRqAwDQkQ3oFqWjesWo1mnok6YWSpPMrT67H2VuBfbZH1ksrZ2qcxqa891OSdIVx6XI8uOr0vcvm29e+LLUfbgfq/Mtv4ftzz77TL/97W919dVXu3vFk5KSVFJSon//+98aM2aMzjnnHD3zzDOaNWuW6uoaX0Dh3nvvVXFxsftr9+7dvvw2ADTCUVOnHfkeXIm8NEfavsR8PmxK288HAAD86sL6oeRzVzVjKLnVKp37jGQNkjbMO7ANKNqVhRv3K7uoUrHhwZockyl9frf5xsn3S4PP8W9xPubXsD1v3jxdcMEFuuyyy/Tyyy83eO/Xi6ENGjRIDodDhYWFjZ4rNDRU0dHRDb4A+FdmbpmchhRtD1LXqNC2n3D9R5IMqdcxUlyftp8PAAD41XkjkxRktWhddrE21089O6KkMdKkh8znC+6V9q33an1ouTdWmL3aNwyzKGTu1ZKz1lxn58Q/+LcwP/Bb2F62bJkuvfRSXXPNNZo9e7as1gOlLFy4UDExMSorK3O3rV692r0qOYCOwfWX5qDu0Z5Zidw1hJyF0QAACAjxESGaOMhcx+nDVVnN+1D6rVL/U6Vah/T+NVJ1uRcrREtszyvXks25slgMTSt42lzYtudo6fwXOuUOMj4L2zU1NcrLy5PT6ZRhGLr++ut17LHH6tFHH1V+fr7y8vKUl5enmpoajR07VjExMbrhhhuUmZmpr7/+Wvfcc4/uvfdeX5ULwAM21m/7NdATi6MVbJeyf5QsVmnoBW0/HwAAaBemjO4lSZq3Olt1zmbMw7ZapQteMle1ztskfX6PlytEc7nmav8uebvsWcskW6h08WwpOMy/hfmJz8L2smXLlJiYqF27dmnDhg3KyMjQ0qVL1bVrVyUmJrq/li1bpoiICC1YsED5+fkaOXKkrrjiCt1www2aPn26r8oF4AGuPbY9shL5L/W92qnjpahubT8fAABoFyYOSlRseLD2lVRp2da85n0oIkGa8ooki7R6zoHRb/Cbiupavf/TbtlUp+sds83GY2+U4lL8Wpc/BbXlw8ZhVgCcMGHCIe/9uu1wn3UZMmSIvvjii7aUB8DPNue4hpF7IGyv+9B8ZAg5AAABJTTIpvNG9NQb3+3U3FVZGp+W2LwPpo6Xxt8lLXlc+vhWKTRaSjvNu8XisD7+eY9KHbW6JXqFIkq2SmFxnXKe9sH8vho5gMBUXFmjPcUOSVJa1zaG7X3rpdwMyRYiDT7XA9UBAID25ML6oeQL1ueo1FHT/A+edI+UdqY5f/ud30i/zPVShTgSwzD0xnc7FSaHbtW7ZuP4u6WwWL/W5W+EbQBe4VocrUeMXTHhwW072cbPzMf+kzr9D20AAALRiF4x6pcYIUeNU5+vy2n+B21B0qVzzC1BnbXSh9dKq97wXqFo1NItecrYW6KbQz5XRHWeFJsiHXOtv8vyO8I2AK/Y5MnF0TK/MR/7T2r7uQAAQLtjsVg0ZYzZu/36dzuanHLagC1YuvAVaczVkuGUPrldWv6C5HR6p1g0YBiGnv9mixJVpJuCPjUbJz0oBXlg29cOjrANwCvcYbtbG8N2VamU9b35vN/ENlYFAADaq98c01thwTat31Oi5Zn5Lfuw1Sad84x0/B3m6y/vkx7vI705RVr0T/Mf7mscni4ZklZsK9APOwp1Z8hchTgrzb3Qh17o77LaBcI2AK/YtM9DPds7lpnDwmJTpPi+HqgMAAC0R3ERIbrkaLN3e9aSbS0/gcUinfqI+RUcLjmKpa1fS4v+Ls25QHp5glTewhCPJj3/zRYNtWzXJdaFZsOpj3bKPbUbQ9gG4HGGYXhuGPm2+h/c9GoDABDwrjuxr6wWacnmXG3YU9LyE1gs0rjfSX/aJd2wSDrzX9LwS6SweHOx1bcuMkfNwSN+2lmg7zP36YmQl2VTnTT0AqnPOH+X1W4QtgF43L6SKhVX1shmtahfYmTbTpZZH7b7ErYBAAh0yfHhOmt4D0nSK0tb0bvtYguWeo6Sjr3B3I972hdm4N6zSnpnqlRb5aGKO7fn/rdVN9nma7Blp7nV15n/8ndJ7QphG4DHuYaQ9+kSLnuwrfUnKs6W8jZJsph7aQIAgIB34/h+kqRP1uxRdlGlZ06amCZd/oEUHCFtXyx9eJ3krPPMuTupNbuLlL1ltW4P+shsOOOfUmQz90jvJAjbADxuU4457GtQ9+i2nWjbIvOx5ygpPL5t5wIAAB3C8F4xOr5fF9U5Db367XbPnThpjHTZW5ItRMr4RPp0utSSVc/RwAv/26R/Bb+sUEutNOA06ahL/F1Su0PYBuBxG+vna6e1dSVy5msDANAp3XiS2bv99ve7VFxR47kT95soTfk/yWKVVr1ubhNWV+u583cSG/aUKHnLHI2ybpUzOFI652kWRWsEYRuAx232xErkTueBnm3mawMA0KmMH5CgQd2jVFFdpzdX7vTsyYecL533vBm4V8+R3rtCqq7w7DUCmNNpaOZHX+mPQe9JkqynPyrF9PJzVe0TYRuAR9U5DW3ZVyZJGtSWsL1/vVSea27dkTzWQ9UBAICOwGKx6MaTzC0/X1u2Q5XVHp5fPepy6ZI5ki1U2vSZuTVYZaFnrxGg3l26Trfvu1/hlio5ko6XRl/t75LaLcI2AI/akV+uqlqn7MFWJceHt/5ErlXIU8ZJQaGeKQ4AAHQY5xzVU73iwpRXVqVXl3lw7rbL4HOkKz6SQmOk3SukV880F2fFYe3al6cB31yvNGu2KkITZb/4ZclKpDwc7gwAj9p80Hxtm7UNc3eYrw0AQKcWbLPqD6elSZJeWpSpgvJqz1+kzzhp2udSZHdzH+7XzpSKszx/nQDgrK3Rvlcv19GWjSq3RMh+9TwpNtnfZbVrhG0AHuVaHG1gWxZHq3FIO5ebz/ud7IGqAABAR3T+iCQN6RGt0qpavfDNVu9cpNtQ6bqvpLhUqWinNPtserh/zTC0dfaNOqbqO1UZwSq74A1Zewzzd1XtHmEbgEd5ZHG03SukWocU1UNKHOShygAAQEdjtVr0pzPN3wXmrNih3QVeWsgstrd09adSbIpUuEN6/RypZI93rtUBFX3+V6VlfSinYdHykf9Qt6Mm+bukDoGwDcCjNuV4IGy75mv3ncA2EgAAdHLj0xJ1Qv8E1dQZ+tcXm7x3oZhe9YG7t1SwTXr9XKk0x3vX6yCcK2Yp9vsnJEmvxtyik86/1s8VdRyEbQAe46ip0478ckltDNuu+dps+QUAACR37/Yna/ZoXVax9y4U21u66lMpJlnK3yrNPkcq2uW967V3a96VdcHdkqQZzik69ar7ZG3LmjydDGEbgMds3V8mpyHFhQcrMbKVK4iX5Up715jP+07wWG0AAKDjGpYUo8kje0qS/rEgQ4ZheO9icSnSVfOl6F5S/hbplZOl3d9773rt1cbPZMy7WZL0Wu3pCj/tL0rpEuHnojoWwjYAj9l40BByS2uHf2d+Yz52P0qK6uahygAAQEf3h9MGKsRm1bKt+Vq4ab93LxafKl37hdRtuFSeay6atuZd716zPdm+RMb7V8ti1OnDuhO0IOl3uvL4VH9X1eEQtgF4zKacEknSoO7RrT/J1q/Nx/4svAEAAA5Ijg/XVcenSJLu/mCt9pU4vHvBmF7StAXSoHOkumrpoxuk/z0iOZ3eva6/7flZevs3stRV6au6MXpQN+mfF49k+HgrELYBeMzW/WWSpAHdIlt3AqdTyvyf+ZywDQAAfuXOUwdqUPco5ZVV6/a3V6u2zsvBNzRSumSOdMJ08/XSJ6UPrjG3KQ1EpTnS27+Rqsu00hiq22pu152nD1OfBIaPtwZhG4DH7Mw3t+NIbe18nr0/SxX5UkiUlDzWc4UBAICAEBZi04ypoxUZGqTvtxfoiS83e/+iVqs06SFp8kuSNVjaME9680KpstD71/almkozaJfuUXZQsq6rmq6j+nTT1cf38XdlHRZhG4BH1DkN7S40w3ZKa//1c2t9r3bfkyRbsIcqAwAAgaRvYqQev+goSdJLizP11YZ9vrnwyN9Il38ohUZLO5dJr54pFWf55treZhjSx7dJe1apKjhGvy2fruqgSD1+0QiGj7cBYRuAR+wpqlRNnaEQm1Xdo+2tOwnztQEAQDOcNbyHu8f1D+/9rN0FFb65cN+TpGs+kyK7S7kZ0v+dKu1b75tre9PSJ6VfPpBhDdIdddO10+iuO09NUyrDx9uEsA3AI1xDyJPjw2Rrzb+AVhZKWfXbavQ/xYOVAQCAQPTnswZrZHKsShy1uu71H7Ur30eBu/tw6bqvpISBUukes4d7+1LfXNsbMuZL3zwqSfo8+U59UZGmvokRumYcq4+3FWEbgEfsyC+XJPVp7XztbYslw2n+xRXb24OVAQCAQBQSZNWLU0crITJEm/aV6uznl2rBL3t9c/HY3uZK5cnpUlWxOYf7l7m+ubYn5WdKH90kSSoaPk13bBklSXrgnCEKCSIqthV3EIBH7KofvpXS2rDNEHIAANBCSbFh+uS2EzQmJU6ljlrd9OYqPTx/vaprzVXKC8urtWRzrmYtztTKbfmevXh4vHTlPGnwuebWYB9Mk1bM9Ow1vKnGIb1/lVRdJiPleE0vukS1TkOnDOqqCQO7+ru6gBDk7wIABIYdeWbPdkqX8JZ/2DAOLI7GEHIAANACPWPD9M4N6Xrii02atWSbXlu2Q4s35aqq1qnsokr3cUFWi16cOlqnD+3uuYsHh0kXvy59fo/0wyvSgj9JJdnSpEfMVczbsy//IuWsk8K7aNlR/9DC97MUbLPoL+cM8XdlAaOd/wkA0FG45my3KmzvzzDnPAWFSSnjPFwZAAAIdME2q+49a7D+78qjFRMWrG155e6g3adLuIYnxajWaejWt1bpi/U5nr241Sad9S9zezBJWv68NO8mqa7Ws9fxpA0fm/84IKn6/Jn6yzcFkqRpJ6SyKJoH0bMNoM0Mw9DOgjbM2XYNIe9zghTcypXMAQBApzdpSDd98fvxWrIlV73iwjS0Z4xiwoJVW+fUne+t0Sdr9ujWt1ZpxtTROs2TPdwWi3TCdCmqhzTvFmntu1J1uXTRq1JQqOeu4wmFO6SPbzefj/u9Xs3prx35G5UQGarbJvb3a2mBhp5tAG22v7RKjhqnbFaLkuLCWn4C5msDAAAP6R5j1yVHJ+v4fgmKCQuWJAXZrHrqkhE6b0RP1ToN3fLWKn3p6R5uSRpxmXTZW5ItVNr4qfSfS8zQ3V7U1s8tryqWeo1VUfrdevGbrZKke84YqCh7sJ8LDCyEbQBt5pqvnRQbpmBbC3+sVJVJu74znxO2AQCAlzQWuN9csVOGYXj2QgPPlKa+LwVHSNsWSW9MliqLPHuN1lr+rJT9k2SPlS76t/5veZZKq2o1qHuUpozu5e/qAg5hG0CbtWm+9s5l5gqesSlSl34ergwAAOAAV+CePNIM3H+Z94umv/uzKqo9PL+670nSVZ+YoTbre+n1c80OBn8q2iUtedJ8fta/VBDcXa8t2y5Jmn5qmqxWix+LC0yEbQBt5pqv3aqwvX2J+dh3gjnfCQAAwIuCbFY9felI3XfWYNmsFs37eY/Of2GZtu4v9eyFeh0tXf1fKSJRylkrfXKbuQOLv3zxZ6m2Uko5QRp+sWYtyVR5dZ2G9ozWaUO6+a+uAEbYBtBmO+p7tlu1ONr2xeZj6ngPVgQAAHB4FotF14/vq7evT1fXqFBt2V+m815Yps/X7fXshboPky59U7IGSes/Mlcq94et/5My5ksWc+X03LJqvbF8pyTpzlPTZKHDwysI2wDabGe+q2e7hWG7okDK+cV83udED1cFAABwZGNT4/XfO07UcX27qKK6Trf8Z5XmrNjp2Yv0TpfO+If5/OsHpW2LPXv+ptRWSZ/fbT4/9kap2xDNWpypypo6jUiO1cmDuvq2nk6EsA2gTQzDaP2c7Z3LJBlSwkApiuFLAADA9xKjQvXmdcfqivQUGYZ0/7xf9Pz/tnh24bRjrpNG/FYynNIH10hFuz137qZ896KUv1WK6CpN+JP2lTjc/6BAr7Z3EbYBtElhRY1KHeaiIr3jWxi2XfO1GUIOAAD8yGa16JHzh+qOUwZIkp78arMe+XSDnE4PBW6LRTrnKanHCKkiX3rvCqnG4ZlzH0lxlrTkX+bz0x6V7DGauShTVbVOjUmJ0/gBCd6voRMjbANokx31Q8h7xNhlD7a17MPbl5qPqQwhBwAA/mWxWHTnqWl68NwhkqTXlu3Qne/9LEdNnWcuEBxmzt8Oi5f2rJbe+a139+CurZI+uUOqqZB6Hycddan2FlfqPyt3SaJX2xcI2wDa5MB87Rb2apftl3IzzOcpJ3i4KgAAgNa5Zlyqnrl0pILqVyo/5/lv9Ut2sWdOHttbuuR1KThcyvyf9Pp55ho2nlZTKb0z1byGLVQ66wnJYtGc73aqus6psanxOr5fF89fFw0QtgG0iXu+dnwLF0fbUd+r3W24FMEPewAA0H5MHpWk1645RolRodq6v0yTX1ymF77Zoto6Z9tPnjpeuvITKSxOyv5RevV0z87hri6X/nOptPUrKShM+u27Uvdhqq516r0fzetMG9eHXm0fIGwDaBN32E5o6XxthpADAID268QBifri9+N15rDuqnUaeuLLzbp41nfuUX1tknyMNO0LKTpJytss/fs0ad+Gtp/XUSK9eZG5tWpIpHT5h1K/iZKkrzbsU15ZtRKjQnXKYBam9QXCNoA2cc3ZbvEe267F0djyCwAAtFPxESGaMXW0nrpkhKJCg7R6V5HOef5b/S9jX9tPnjhQuvZLc1eW0j3SrPHSvFul3E0tP1fJHmn1W9Lr50i7lkuhMdIV86Q+49yHvLXSXIH8smOSFWwjBvpCkL8LANCx7arv2W7RSuQle6SCTMlilVKO91JlAAAAbWexWHTh6F46tm8X3fH2av20s1DXvv6j7ji5v343KU02axuGY8f0kqYtkD68zpxf/fOb5tegc6Tjb5eSjpZsjUS28nxp9wppx7dS5sID6+BI5vD0K+ZJPUe6m7bllml5Zr4sFunSY5JbXy9ahLANoNVKHDXKL6+W1MIF0lxDyHuMkMJiPV8YAACAhyXFhunt69P1t/9u0Ovf7dRz32zVmqxiPXvZSMWGh7T+xOHx0hVzpd0/SMuekTZ+euDLGix16S8lpkkJaVJpjrRrhZS/5VcnsUg9R0n9TpZGXS7FpzZ49+3vzRXIJ6QlqldcC6f+odUI2wBazdWrnRAZoih7cPM/yBByAADQAYUEWfXw+cM0snes7p27Tos35+qc57/VS5eP0bCkmLadPPkY6bK3zGHky56V1s+TasrNXuuDe65dEgdJvdOlvhOk1JPM0N4IR02dPvgpS5I09diUttWIFiFsA2i1na0ZQi5JO+rDdupJHq4IAADA+y4Y1UsDu0Xrpjd/0q6CCk2ZuVx/u2C4LhrTq+0nTxwoTZ4hnfeCVJIl5W6WcjeavdlhcVJyupQ89rDh+te+WJ+jwooa9Yixa8LAxLbXh2YjbANotVYtjla4QyraJVmDzH+NBQAA6ICG9IzW/NtO0O/fXa2Fm3L1x/fX6Ofdhbr/nCEKDbK1/QJWq7kvd2xvacCkVp/mrRXmEPLLjumtIBZG8ynuNoBWc219kdKSsO2ar91ztBQa6YWqAAAAfCMmPFj/vuoY/X7SAFks0psrdunSWSuUU+zwd2mSpC37SvX9jgLZrBYWRvMDwjaAVtvh2mO7JYuj7XDtrz3eCxUBAAD4ltVq0e8npenVq45RtD1IP+8u0uQXl2nDnhJ/l6a3Vpq92qcM6qruMXY/V9P5ELYBtNqu1oTt7J/Mx5TjvFARAACAf0wc1FWf3n6i+neNVE6JQxe/tFyLNu33Wz3bcsv0n/pVyKemszCaPxC2AbRKZXWdckrMIVLNnrNdXSHlZ5rPux/lpcoAAAD8o3eXcH148/E6rm8XlVfX6drXf9R/6nuXfckwDP35o3WqrnVqfFqixg9I8HkNIGwDaKWdBeZ87Sh7kGLDm7ntV26GJEOKSJQiu3qvOAAAAD+JCQvW69PG6sLRSapzmqH3X19s9GkN7/+YpRXbCmQPtupvk4fJYrH49PowEbYBtMq2XDNs902MbP4P8JxfzMduQ71UFQAAgP+FBFn15MUjNH1SmiTpxYWZeu+H3T65dm5plf72mbkv952npim5pVu0wmMI2wBaZVtumSSpX2ILViLft9587DbMCxUBAAC0HxaLRb+bNEB3nT5QknT/x79o/Z5ir1/30U83qLiyRkN7RmvauFSvXw+HR9gG0Cqunu1+iS3YvouwDQAAOpmbT+qniQMTVVXr1C1vrVKJo8Zr11q4ab8+WbNHVov0jwuPYl9tP+PuA2iVzLz6YeQJzezZNgxpH8PIAQBA52K1WvT0pSOVFBumnfkVuvv9tTIMw+PXySl26C8fmb9rTRuXquG9Yjx+DbQMYRtAixmG4R5G3re5Pdsl2ZKjSLLYpMSB3isOAACgnYkND9GMqaMVbLNowfoc/fvb7R47t2EY+uCnLJ369GJlF1UqKTZMd56W5rHzo/UI2wBaLK+sWqWOWlksLdhj2zWEPCFNCgr1XnEAAADt0IjkWN1/zhBJ0j8+36glm3PbfM6cYoeuff1H/fH9NSp11GpErxjNuXaswkOC2nxutB1hG0CLuXq1e8WFyR5sa96HXEPIuzNfGwAAdE5XpKfo3BE9Ves0dM3sHzTnux2tOs/BvdnfbNyvEJtV95wxSB/efHzzRx3C6/gnDwAtts09X7s1i6MxXxsAAHROFotF/7roKAVZLfpodbbu/3i9NuaU6qHzhiq4mYuZ5RQ79OeP1umbjfslSSN6xeiJi0doQLcob5aOViBsA2ixzP2u+dps+wUAANAS9mCbnrpkhAZ2j9I/F2zUWyt3aev+Ms28fIziI0IO+znDMPThqmw9PH+9Sh21CrFZNf3UNF1/YiqrjrdThG0ALebu2W7uMKUah5S3xXxO2AYAAJ2cxWLRTSf104Cukbrj7dVaub1Axz32P41IjtUxfeJ0dJ94DeoepT1FlcrMLVdmbplW7yzS9zsKJNGb3VEQtgG0mGvOdr/mbvuVu1Ey6qSweCmquxcrAwAA6DhOGdxNH906Tre8tUpb95fp++0F+n57gaTMRo+nN7tjIWwDaJHqWqd2F1ZKakHP9sHztS0WL1UGAADQ8aR1i9JX08drW165ftxRoB92FOqHHQXamV+hnjF29U2MVL/ECPVNjNRJaYnq09zODvgdYRtAi+wqKFed01BEiE3dopu5hRfztQEAAA7LYrGoX2Kk+iVG6tJjekuSauuc9F53cPzXA9AimbnmfO3UxAhZmttLvW+d+ci2XwAAAM1C0O74+C8IoEW25bZw2y/DkHLq99hm2y8AAAB0EoRtAC3iWhyt2dt+le2TKgski1VKHOTFygAAAID2g7ANoEVavO3Xvvpe7S4DpOAwL1UFAAAAtC+EbQAt4u7Zbu5KmAwhBwAAQCdE2AbQbIXl1SqsqJHUgmHkB2/7BQAAAHQShG0AzbYtz+zV7hFjV3hIM3cOZNsvAAAAdEKEbQDN5tr2q9m92rXVUt4m8znbfgEAAKATIWwDaLYWb/uVt0ly1kr2GCk6yYuVAQAAAO0LYRtAs7V42y/34mjDJYvFS1UBAAAA7Q9hG0CztXjbr5x15iNDyAEAANDJELYBNEttnVM7813DyJu7ErkrbA/3UlUAAABA+0TYBtAsWYWVqqkzFBpkVVJsWNMfMIyDhpHTsw0AAIDOhbANoFlc236lJkTIam3G/OuSPVJlgWQNkhIHebk6AAAAoH0hbANolm0t3fZrX32vdkKaFGz3UlUAAABA+0TYBtAs2/NauO1XzlrzkfnaAAAA6IRaHbarq6s1ZMgQLVq06JD3tmzZIru96Z6sN998U3369FF4eLjOPfdc7du3z/2e0+nU3Xffrfj4eMXFxWn69Omqq6trbbkA2iirsFKSlBzfjPnaEvO1AQAA0Km1KmxXVVVp6tSpysjIOOS9rKwsnXfeeaqqqjriOVauXKnrr79eTz31lNauXavq6mpdeeWV7vefeuopvf/++/r666+1YMECffTRR3r88cdbUy4AD8gqrJAkJcWGN+8DOaxEDgAAgM6rxWF7w4YNSk9P19atWw95b968eRozZkyzerVnzJihSy+9VBdeeKH69++vl19+WV999ZW2bdsmSXrhhRf04IMPavTo0Tr22GP1yCOPaObMmS0tF4AHGIah7CKzZ7tXXDN6tqvKpALz/2XCNgAAADqjFoftJUuWaOLEifr2228Pee/zzz/Xww8/rKeffrrJ86xYsUInnnii+3VKSoqSkpK0cuVK7d27Vzt37mzw/rhx47R7927t3bu30fNVVVWppKSkwRcAz8gvr5ajxilJ6hHbjMXO9m+QZEhRPaSIBO8WBwAAALRDQS39wE033XTY92bNmiVJjc7j/rWsrCwlJSU1aOvZs6eys7OVlZUlSQ3e79mzpyQpOztbPXr0OOR8jz32mB5++OEmrwug5bLr52t3iw5VaJCt6Q+4hpAzXxsAAACdlN9WI3c4HAoNDW3QFhoaqsrKSjkcDvfrg9+TpMrKykbPd++996q4uNj9tXv3bi9VDnQ+riHkSbHNXRyN+doAAADo3Frcs+0pdrvdHapdqqqqFBYW5p7z7XA4FBYW5n5Pkvv1r4WGhh4S3gF4hntxtLhmLo7m2mO7Oz3bAAAA6Jz81rOdlJR0yPzr7OxsJSUluYePH/x+dna2+3MAfMs1jLxZi6M566R9683n3Y/yYlUAAABA++W3sJ2enq6lS5e6X2/fvl3Z2dlKT09Xz549lZyc3OD9pUuXqnfv3o3O1wbgXa49tps1jLxgu1RTIQWFSfF9vVwZAAAA0D75bBh5TU2NiouLFR8fL6vVqhtvvFGnnHKKzjnnHI0aNUq33XabzjzzTKWmpkqSbr75Zj300EMaMmSIrFarHnnkEd16662+KhfAQVq07VfOWvOx2xDJ2ozF1AAAAIAA5LOe7WXLlikxMVG7du2SZG7lNWPGDE2fPl1Dhw5VcHCwXn/9dffxd911l84//3yddtppmjRpkqZMmaI//vGPvioXQD3DMFo2jNw9X5vF0QAAANB5WQzDMPxdhDeUlJQoJiZGxcXFio6O9nc5QIdVXFGjEY98KUna8MjpCg9pYkDMWxdLW76UznpCGnu9DyoEAAAAGmoPedBvc7YBdAxZReZK5F0iQpoO2pKU4+rZZnE0AAAAdF6EbQBH5BpCntScIeTl+VLpHvN5tyFerAoAAABo3wjbAI4oq0XztdeZj/F9pdAoL1YFAAAAtG+EbQBH5FqJvFnbfuXUh+1uw7xYEQAAAND+EbYBHFFWoTlnu3lhm5XIAQAAAImwDaAJB/bYDm/64LxN5mNX5msDAACgcyNsAziiZi+QZhhS3hbzeUKal6sCAAAA2jfCNoDDKq+qVWFFjaRmhO3SvVJ1mWQNkuJTfVAdAAAA0H4RtgEclmsIebQ9SNH24CMfnLfZfIxLlWxNHAsAAAAEOMI2gMPKLmzJfG2GkAMAAAAuhG0Ah+Veibw5e2y7erYT+nuxIgAAAKBjIGwDOKysluyx7Q7b9GwDAAAAhG0Ah5XlHkbenLDNMHIAAADAhbAN4LCymxu2q8qkkmzzeReGkQMAAACEbQCH5VqNvMkF0vK3mo8RiVJ4vJerAgAAANo/wjaARjlq6pRbWiWpGXO2GUIOAAAANEDYBtCoPfW92uEhNsWGN3OP7YQBXq4KAAAA6BgI2wAadfDiaBaL5cgHsxI5AAAA0ABhG0Cjslu07RfDyAEAAICDEbYBNOrASuRNLI7mrDuwQBrDyAEAAABJhG0Ah5FVWCFJSmpq26+iXVJdlRRkl2KSfVAZAAAA0P4RtgE0qtnDyF1DyLv0l6w2L1cFAAAAdAyEbQCNyj5ogbQjYiVyAAAA4BCEbQCHqKlzKqfEIakZw8hZiRwAAAA4BGEbwCF25lfIaZh7bCdGhh75YFYiBwAAAA5B2AZwiG25ZZKkvokRLdhjm2HkAAAAgAthG8AhtuWVS5L6JUYe+cCKAqkiz3zepb+XqwIAAAA6DsI2gENk7q/v2U5oImy7hpDHJEshEV6uCgAAAOg4CNsADuHq2e6b2ESAdg0hp1cbAAAAaICwDeAQmfVztpscRs5K5AAAAECjCNsAGigor1ZRRY0kKTWhqZ5t10rkLI4GAAAAHIywDaAB10rkSbFhCguxHflgerYBAACARhG2ATSQedC2X0dUWyUV7jCfE7YBAACABgjbABrYltvMbb8KtklGnRQSJUV190FlAAAAQMdB2AbQQGZuM1ci359hPnYdJFksXq4KAAAA6FgI2wAa2NbclchdYTtxkJcrAgAAADoewjYAt5o6p3YVVEhqRs92rqtne4iXqwIAAAA6HsI2ALed+RWqdRoKD7Gpe7T9yAfv32g+dqVnGwAAAPg1wjYAt20HrURuOdI87BqHVJBpPk8c7IPKAAAAgI6FsA3AbVte/eJoCU3M187fIhlOyR7LSuQAAABAIwjbANwy9zd3cTTXEPLBrEQOAAAANIKwDcDN3bPd5LZfG8xHViIHAAAAGkXYBuB28JztI8o9qGcbAAAAwCEI2wAkSQXl1SqsqJHUjDnbrj22CdsAAABAowjbACQd6NVOig1TWIjt8AdWV0iFO8znrEQOAAAANIqwDUCSlNncIeR5myQZUngXKTLR+4UBAAAAHRBhG4AkaVuuuTha81ciH+LligAAAICOi7ANQJKUmdvMlchz6+drsxI5AAAAcFiEbQCSDszZbrpn27U4GmEbAAAAOBzCNgDV1Dm1q6BCUnP22GYYOQAAANAUwjYA7SqoUK3TUHiITd2j7Yc/sKpUKt5lPmcYOQAAAHBYhG0Aytx/YCVyi8Vy+ANzN5mPkd2k8HgfVAYAAAB0TIRtANqeV784WkIz52vTqw0AAAAcEWEbgLKLKiVJyfFhRz4wl/naAAAAQHMQtgEop9ghSeoe00TY3r/BfGQlcgAAAOCICNsAlFNihu0eR1ocTTqwEnniYC9XBAAAAHRshG0A2uvu2T5C2K4skkr3mM/p2QYAAACOiLANdHI1dU7llVVJaiJsu+ZrRydJ9hgfVAYAAAB0XIRtoJPbX1olw5BCbFbFh4cc4UBWIgcAAACai7ANdHI5xeZK5N1iQmW1NmOP7a7M1wYAAACaQtgGOjn3fO2mFkfL32o+JgzwckUAAABAx0fYBjq5Zm/7VbDNfIzv6+WKAAAAgI6PsA10cq6w3eNIi6PV1UpFO83n8f18UBUAAADQsRG2gU5ub0kzhpEX75KctVKQXYrq4aPKAAAAgI6LsA10cjnN2WM7v34IeVyqZOXHBgAAANAUfmsGOrlmhW3XfO0uDCEHAAAAmoOwDXRiTqehfSXNmLNdkGk+xqf6oCoAAACg4yNsA51YXnmVap2GrBYpMTL08Ae6VyKnZxsAAABoDsI20Im5hpAnRoUqyHaEHwf5rp5ttv0CAAAAmoOwDXRie5uzx/bB234xZxsAAABoFsI20Im552sfcduv3Qdt+9XTR5UBAAAAHRthG+jE9jZrJfL6IeRs+wUAAAA0G785A52Ya872kVci324+Ml8bAAAAaDbCNtCJ7S2ulNREz7ZrcbQuhG0AAACguQjbQCe2r6RKktT9SHO23dt+EbYBAACA5iJsA52UYRjunu0eR1qN3DVnmz22AQAAgGYjbAOdVHFljRw1TklS1+jQxg+qq5UK67f9omcbAAAAaDbCNtBJuVYij48IkT3Y1vhBxbslZ41kC5Wik3xYHQAAANCxEbaBTiqnfo/t5s3XZtsvAAAAoCX47RnopJq37ReLowEAAACtQdgGOinXMPIjbvtF2AYAAABahbANdFI5rj22jzSM3LXHNmEbAAAAaJFWh+3q6moNGTJEixYtcrdt27ZNEydOlN1u18CBA/Xpp58e9vMWi6XRrzfeeEOSNH/+/EPeu+iii1pbLoBfyXHtsd2cnu0ubPsFAAAAtESrwnZVVZWmTp2qjIwMd5vT6dTkyZOVmpqqTZs26fbbb9fFF1+s7du3N3qO3NzcBl/33XefkpKSdP7550uSNmzYoLPPPrvBMa+99lprygXQiJym9tiuq5UKd5jP6dkGAAAAWiSopR/YsGGDpk6dekj74sWLlZmZqe+++04RERG67bbbNHfuXL322mt65JFHDjk+ISHB/XzXrl165pln9N577ykmJkaSlJGRoSFDhjQ4DoDnNDlnuyTroG2/evmwMgAAAKDja3HP9pIlSzRx4kR9++23DdpXrFih0aNHKyIiwt02btw4rVy5sslz/vnPf9bYsWN11llnuds2bNigAQMGtLQ8AM1QXlWrUketpCOEbdd87bg+bPsFAAAAtFCLe7ZvuummRtuzsrKUlJTUoK1nz57Kzs4+4vlycnL03nvvaf78+Q3aN27cqOXLl+u5555TVVWVLrvsMt1///0KDg5u9DxVVVWqqqpyvy4pKWnOtwN0Sq49tqNCgxQZepgfA8zXBgAAAFqtxWH7cBwOh0JDQxu0hYaGqrKy8oife/nll9WvXz+dfvrp7rbs7GyVlpbKarVq9uzZ2rt3r2655RaVlJTomWeeafQ8jz32mB5++OE2fx9AZ5DTrG2/6tdbYL42AAAA0GIeC9t2u115eXkN2qqqqhQWdpjFl+p98MEHuuCCCxq0JSUlqaSkRFFRUe626upqTZ06VU8++aRsNtsh57n33nt15513ul+XlJQoOTm5Nd8KEPCat8c2234BAAAAreWxiZhJSUnau3dvg7bs7OxDhpYfbN++fVq3bp17BfKDHRy0JWnQoEFyOBwqLCxs9FyhoaGKjo5u8AWgcQdWIm/Gtl+EbQAAAKDFPBa209PTtWrVKpWXl7vbli5dqvT09MN+ZtGiRQoLC9PYsWMbtC9cuFAxMTEqKytzt61evVoJCQmsTg54gGvOdvfow4RtZ92Bbb+Ysw0AAAC0mMfC9oQJE9S7d2/dfvvt2rlzp2bOnKkffvhB06ZNkyTV1NQoLy9PTqfT/ZkdO3aof//+slgsDc41duxYxcTE6IYbblBmZqa+/vpr3XPPPbr33ns9VS7QqR2Ys32YaR4F26W6aikoTIo+/OgUAAAAAI3zWNi2Wq2aN2+etmzZooEDB+rZZ5/V3LlzlZKSIklatmyZEhMTtWvXLvdn9u7dq/79+x9yroiICC1YsED5+fkaOXKkrrjiCt1www2aPn26p8oFOjXXnO3DDiPfv8F8TBwoWQ9dIwEAAADAkbVpgTTDMBq8TktL09KlSxs9dsKECYccf7iVxSVpyJAh+uKLL9pSHoDDaHI1clfY7jbURxUBAAAAgcVjPdsAOoaK6lrll1dLknrGHmYYuStsdx3so6oAAACAwELYBjqZrEJzJfJoe5BiwoIbP2ifK2wP8VFVAAAAQGAhbAOdzO6CCklScnx44wfUOA7ssc0wcgAAAKBVCNtAJ7OrPmz3PlzYztskGU4pLE6K7ObDygAAAIDAQdgGOpndBeYw8sP2bO/PMB+7DpV+tS0fAAAAgOYhbAOdzO7C+mHkcYdZHG3fevORxdEAAACAViNsA51Mk3O2XT3b3VgcDQAAAGgtwjbQiRiG0YywzUrkAAAAQFsRtoFOpKC8WuXVdZKkpMb22K4skkqyzecMIwcAAABajbANdCK76/fY7h5tlz3YdugBriHk0b0ke4wPKwMAAAACC2Eb6EQODCE/zOJoriHkzNcGAAAA2oSwDXQirj22k+Oamq/NEHIAAACgLQjbQCeSVdjMlci7DvVRRQAAAEBgImwDncjuAnPOdqNh2zDYYxsAAADwEMI20IkcGEbeyJzt0hzJUSRZbFJCmm8LAwAAAAIMYRvoJGrrnNpTZPZs9+7SSM/2/vpe7S79pGC7DysDAAAAAg9hG+gk9hY7VOs0FGKzqltUI2HaPV+blcgBAACAtiJsA53E7vrF0ZLiwmS1Wg49YJ9rJXLCNgAAANBWhG2gk8g60uJo0oFh5OyxDQAAALQZYRvoJI64OJqzTsrdZD6nZxsAAABoM8I20EnsPtIe2wXbpVqHFBQmxfXxbWEAAABAACJsA53E7vqe7d6Nhe39rvnagySrzYdVAQAAAIGJsA10Ertcc7bjGgnbuRvNx8TBPqwIAAAACFyEbaATqKyuU15ZlSQpOb6ROduFO8zHLn19VxQAAAAQwAjbQCeQVT9fO8oepJiw4EMPcIXtuFTfFQUAAAAEMMI20AkcWIk8XBZLI3tsF+40H2NTfFgVAAAAELgI20An4FocrdEh5LXVUkm2+TyOsA0AAAB4AmEb6ARci6M1uhJ58W5JhhQcLkUk+rYwAAAAIEARtoFO4Ih7bLvma8emSI0NMQcAAADQYoRtoBPYfdCc7UO4F0djCDkAAADgKYRtIMAZhnHQnO1GwnZR/eJocX18VxQAAAAQ4AjbQIArrKhReXWdJKlXXGN7bLMSOQAAAOBphG0gwLl6tbtGhcoebDv0APcw8j4+qwkAAAAIdIRtIMC59thudCVy6aBh5PRsAwAAAJ5C2AYCXF5ZlSSpW4z90DcdxVJlofmcYeQAAACAxxC2gQBX6qiVJEXbgw590zVfOzxBCo30YVUAAABAYCNsAwGurMoM25GhjYRthpADAAAAXkHYBgKcq2c7MjT40Dddi6MxhBwAAADwKMI2EODcPdtHGkbOSuQAAACARxG2gQBX5qiRJEUxjBwAAADwGcI2EOCO3LO9w3ykZxsAAADwKMI2EOAOzNn+Vdh2OqWiXeZz5mwDAAAAHkXYBgKcq2c76tc922X7pFqHZLFKMb38UBkAAAAQuAjbQIBz9WwfErZd87Vjekm2RlYqBwAAANBqhG0ggBmGcdA+278K1K6VyBlCDgAAAHgcYRsIYI4ap+qchqRGFkhzL45G2AYAAAA8jbANBLDSKnPbL4tFCg+2NXyziD22AQAAAG8hbAMBrMy1EnlIkKxWS8M3XT3bsX18WhMAAADQGRC2gQB25D226dkGAAAAvIWwDQSwssPtsV1bLZVkm8+Zsw0AAAB4HGEbCGClh9tju3i3JEMKDpciEn1fGAAAABDgCNtAAHPtsR1p//W2XzvMx9gUc/U0AAAAAB5F2AYCWJnDXI086tfDyN0rkTOEHAAAAPAGwjYQwNwLpP06bLv32O7j03oAAACAzoKwDQSw0sOtRu5aiTyWnm0AAADAGwjbQAA77Grk7p5twjYAAADgDYRtIICVHW418iJ6tgEAAABvImwDAazRnu3yfKmy0Hwe39cPVQEAAACBj7ANBLAD+2wftPVX3mbzMaa3FBLuh6oAAACAwEfYBgLYgX22D+rZzt9iPiYM8ENFAAAAQOdA2AYCWFmVuc92g2Hkrp5twjYAAADgNYRtIIC55mw3WCAtj55tAAAAwNsI20CAMgzDvRp54z3baX6oCgAAAOgcCNtAgKqqdaqmzpB00Jzt2qoDe2wTtgEAAACvIWwDAcrVqy1JESH1Ybtgu2Q4pZAoKbKbnyoDAAAAAh9hGwhQrvnaESE22awWs/HgxdEsFj9VBgAAAAQ+wjYQoMqOtMc2Q8gBAAAAryJsAwGqxFG/7RcrkQMAAAA+R9gGApRrGHmDlcjzXWGbnm0AAADAmwjbQIA6MIy8PmwbBj3bAAAAgI8QtoEAdcge22X7pKoSyWKV4vv6sTIAAAAg8BG2gQBV+uth5K7F0eL6SEGh/ikKAAAA6CQI20CAcvdsu4aR5zFfGwAAAPAVwjYQoFwLpEWF/jpsM18bAAAA8DbCNhCgDtln2zWMvAthGwAAAPA2wjYQoEp/vc82w8gBAAAAnyFsAwGqwQJp1RVS8S7zDcI2AAAA4HWEbSBANVggrSDTbAyLlyK6+LEqAAAAoHMgbAMByj1nOzTowHxtFkcDAAAAfIKwDQQo12rkkfYgViIHAAAAfIywDQSo0qqD5my7e7aZrw0AAAD4AmEbCEBVtXWqrnVKkqJCg1mJHAAAAPAxwjYQgMqr6tzPI0OtUv5W8wVhGwAAAPCJVoft6upqDRkyRIsWLXK3bdu2TRMnTpTdbtfAgQP16aefHvEcCQkJslgsDb7KysokSZWVlZo2bZqioqLUrVs3/f3vf29tqUCn49pjOzzEJlvpHqmmQrIGS7Epfq4MAAAA6ByCWvOhqqoqXX755crIyHC3OZ1OTZ48WUcffbRmz56t+fPn6+KLL9aGDRuUmpp6yDn27dun/Px8bdu2TVFRUe72yMhISdJdd92ltWvX6vvvv1d2drYuvvhipaam6je/+U1rSgY6lQZ7bLvma8f3lWyt+l8eAAAAQAu1uGd7w4YNSk9P19atWxu0L168WJmZmXr++eeVkpKi2267Tccdd5xee+21Rs+TkZGhxMREpaamKiEhwf0lmb3a//73v/XEE09o8ODBmjRpkqZPn66ZM2e24lsEOp8Ge2wXbjcbu/TzY0UAAABA59LisL1kyRJNnDhR3377bYP2FStWaPTo0YqIiHC3jRs3TitXrmz0PBs2bNCAAY1vQ/Tzzz+rpqZGxx9/fINz/fDDDzIMo6UlA52Oa9uvqNAgqaLQbIxI9GNFAAAAQOfS4jGlN910U6PtWVlZSkpKatDWs2dPZWdnN3p8RkaGnE6nzjrrLK1bt06jR4/WU089pX79+ikrK0sJCQkKCQlpcC6Hw6H8/Hx3D/jBqqqqVFVV5X5dUlLS0m8NCBgNerYrC8zGsDg/VgQAAAB0Lh5bjdzhcCg0NLRBW2hoqCorKxs9fuPGjcrLy9Mdd9yhjz/+WKGhoZo4caJKS0sPey5Jhz3fY489ppiYGPdXcnKyB74roGNqsMd2ZX3PNmEbAAAA8BmPrZZkt9uVl5fXoK2qqkphYWGNHv/ZZ5+ptrbW/f6cOXOUnJys+fPny263y+FwHHIuSYc937333qs777zT/bqkpITAjU6rzL1AWvCBsB0e78eKAAAAgM7FYz3bSUlJ2rt3b4O27OzsQ4aWuwQHBzcIzqGhoerTp4/27NmjpKQk5efnq6ampsG57Ha7unTp0uj5QkNDFR0d3eAL6KzKqsz/d6LsQVIFw8gBAAAAX/NY2E5PT9eqVatUXl7ublu6dKnS09MbPT4tLU2vvPKK+3V5ebk2b96swYMHa+TIkQoKCtLy5csbnGvs2LGyWCyeKhkIWK6tv6LsBw8jp2cbAAAA8BWPhe0JEyaod+/euv3227Vz507NnDlTP/zwg6ZNmyZJqqmpUV5enpxOpyTpnHPO0aOPPqolS5Zo06ZNuvrqq5WamqozzjhD4eHhuuqqq/SHP/xB69ev18KFC/Xcc8/p1ltv9VS5QEArO3ifbRZIAwAAAHzOY3O2rVar5s2bp2uvvVYDBw5Unz59NHfuXKWkpEiSli1bpokTJ2r79u3q06ePHnvsMdlsNl122WUqKirSKaecovnz58tms0mSnnzySd1yyy069thjFRkZqT//+c+65JJLPFUuENAOLJBmZYE0AAAAwA8sRoBuXF1SUqKYmBgVFxczfxudzm9eXqHvtuXrxSn9dPZ/jzUb79snBdv9WxgAAADgA+0hD3psGDmA9sO1z3acpdRsCA4naAMAAAA+RNgGApArbMcY9QsWMoQcAAAA8CnCNhCAXKuRRzpLzAZWIgcAAAB8irANBCDXPtuRzvph5GGx/isGAAAA6IQI20CAqalzylFjbrEXVlffsx1OzzYAAADgS4RtIMC49tiWpNCaYvMJc7YBAAAAnyJsAwHGtTiaPdgqm6PIbCRsAwAAAD5F2AYCjHtxtNBgqbLQbGSBNAAAAMCnCNtAgHH1bEfZg6TKArORnm0AAADApwjbQIBxr0QeGnSgZ5sF0gAAAACfImwDAebAMPIgqYKebQAAAMAfCNtAgGk4jNw1Z5uwDQAAAPgSYRsIMK6e7ahQq+RejZxh5AAAAIAvEbaBAOPaZzshyCEZTrORnm0AAADApwjbQIBxDSNPCKowG0IipaAQP1YEAAAAdD6EbSDAuIaRx1vKzQZ6tQEAAACfI2wDAca19VespcxsCIv1XzEAAABAJ0XYBgKMaxh5jFxhm8XRAAAAAF8jbAMBxrVAWpSzxGxgGDkAAADgc4RtIMC45myHO0vNhnB6tgEAAABfI2wDAabEYc7ZjqijZxsAAADwF8I2EEAMw1BRhRm27bWEbQAAAMBfCNtAACmvrlOt05AkhdYUm40skAYAAAD4HGEbCCDFlWavdojNKquj0GykZxsAAADwOcI2EECKKqolSTHhwbJU1odtFkgDAAAAfI6wDQSQ4vr52jFhwVJFgdlIzzYAAADgc4RtIIAU1Q8jj7dbJYdrzjZhGwAAAPA1wjYQQFxztnvYqyWZC6URtgEAAADfI2wDAcS17Vf34EqzISRKsgX7sSIAAACgcyJsAwGkqNJcIK2rK2zTqw0AAAD4BWEbCCCuBdISbOVmQzhhGwAAAPAHwjYQQFxztuOtZWYDPdsAAACAXxC2gQDimrMdK1fYZo9tAAAAwB8I20AAcW39FWWUmg30bAMAAAB+QdgGAkhxhblAWoSTsA0AAAD4E2EbCCCuOdthtSVmQzjDyAEAAAB/IGwDAaK61qny6jpJUmhNkdlIzzYAAADgF4RtIEC4erUlKaiq2HzCAmkAAACAXxC2gQBRXGnO1462B8lSWWA20rMNAAAA+AVhGwgQrp7t2PAQqbLQbCRsAwAAAH5B2AYChGuP7fgwq+SoH0bOAmkAAACAXxC2gQDhCts9QqsONNpj/VMMAAAA0MkRtoEAUVQ/jLxHSKXZEBoj2YL8WBEAAADQeRG2gQDhmrPdLbjCbAiL9V8xAAAAQCdH2AYCRHGFuRp5os0VtlkcDQAAAPAXwjYQIFzDyOMs5WYDi6MBAAAAfkPYBgKEa4G0WEuZ2UDPNgAAAOA3hG0gQLjmbEcbpWZDGD3bAAAAgL8QtoEA4Qrbkc4Ss4GebQAAAMBvCNtAgCiqXyAtrM7Vs03YBgAAAPyFsA0EAKfTcPdsh9YUm40skAYAAAD4DWEbCABl1bVyGubz4Koi8wk92wAAAIDfELaBAFBcvxK5Pdgqq6PAbGSBNAAAAMBvCNtAAHBt+xVjD5LKcs3GyEQ/VgQAAAB0boRtIAAUVZqLo/UMq5NqK83GiK5+rAgAAADo3AjbQABwLY6WHFpmNoRESiHhfqwIAAAA6NwI20AAcA0j7xVcv+1XJL3aAAAAgD8RtoEA4OrZ7m4tMRsYQg4AAAD4FWEbCABFFeac7a7W+j22WRwNAAAA8CvCNhAAXD3bXVRkNkR2818xAAAAAAjbQCBwzdmOdRaZDQwjBwAAAPyKsA0EgKL6nu2o2kKzgQXSAAAAAL8ibAMBoLi+Zzu8Jt9sIGwDAAAAfkXYBgKAa862vao+bDOMHAAAAPArwjYQAIoqqyUZCqrMMxvo2QYAAAD8irANdHCOmjo5apyKUqWsdQ6zkbANAAAA+BVhG+jgXEPI3Xtsh0RJwWF+rAgAAAAAYRvo4Fxhu09omdlArzYAAADgd4RtoINz7bGdHFpuNhC2AQAAAL8jbAMdXFFFtSSpR1Cp2RCR6MdqAAAAAEiEbaDDK6ofRt7DNWc7spsfqwEAAAAgEbaBDq+kPmwnWFxhm2HkAAAAgL8RtoEOzjVnu4tRZDYQtgEAAAC/I2wDHVxRpTlnO8ZZaDZEELYBAAAAfyNsAx2cq2c7srY+bNOzDQAAAPgdYRvo4Mx9tg2FVeeZDYRtAAAAwO8I20AHV1xZo2hVyOY0e7gZRg4AAAD4H2Eb6OCKKmoOrEQeGi0F2/1bEAAAAADCNtDRFVVUK1Fs+wUAAAC0J4RtoAOrcxoqrao90LPNEHIAAACgXSBsAx1YqaNGhiElWorMBnq2AQAAgHaBsA10YK5tv3oElZoNhG0AAACgXSBsAx1YUWV92LaVmA0MIwcAAADahVaH7erqag0ZMkSLFi1yt23btk0TJ06U3W7XwIED9emnnx7287W1tXrwwQfVu3dvxcXF6YILLtCePXvc78+fP18Wi6XB10UXXdTacoGAVFwftru5wjY92wAAAEC70KqwXVVVpalTpyojI8Pd5nQ6NXnyZKWmpmrTpk26/fbbdfHFF2v79u2NnuOf//yn3njjDb355ptauXKlampqNGXKFBmGIUnasGGDzj77bOXm5rq/XnvttdaUCwSsvNIqSVICq5EDAAAA7UpQSz+wYcMGTZ069ZD2xYsXKzMzU999950iIiJ02223ae7cuXrttdf0yCOPHHL8q6++qgceeEDjx4+XJL388stKSkpSZmam+vfvr4yMDA0ZMkQJCQmt+LaAziGnxCFJijcKzQaGkQMAAADtQot7tpcsWaKJEyfq22+/bdC+YsUKjR49WhEREe62cePGaeXKlY2eZ9asWTr77LPdry0WiySpvLxckhnqBwwY0Oy6qqqqVFJS0uALCHT7ShySDEXVFZkN9GwDAAAA7UKLw/ZNN92kp556qkGolqSsrCwlJSU1aOvZs6eys7MbPc+kSZPUteuBYDBjxgx1795dgwcPliRt3LhRy5cv1/Dhw5WWlqYHHnhANTU1h63rscceU0xMjPsrOTm5pd8a0OHkFDsUrXIFGfX/b0Qk+rcgAAAAAJJaMYz8cBwOh0JDQxu0hYaGqrKyssnPfvjhh3rsscf0wgsvKCQkRNnZ2SotLZXVatXs2bO1d+9e3XLLLSopKdEzzzzT6Dnuvfde3Xnnne7XJSUlBG4EvJwShxIt9fO17TFSsN2/BQEAAACQ5MGwbbfblZeX16CtqqpKYWFhR/zcZ599pt/+9re6+uqrddNNN0mSkpKSVFJSoqioKPdx1dXVmjp1qp588knZbLZDzhMaGnpI2AcCXU6xQ31dYZv52gAAAEC74bF9tpOSkrR3794GbdnZ2YcMLT/YvHnzdMEFF+iyyy7Tyy+/3OC9g4O2JA0aNEgOh0OFhYWeKhno0GrrnMorq2IlcgAAAKAd8ljYTk9P16pVq9wLnEnS0qVLlZ6e3ujxy5Yt06WXXqprrrlGs2fPltV6oJSFCxcqJiZGZWVl7rbVq1crISGB1cmBerllVXIaUjcrYRsAAABobzwWtidMmKDevXvr9ttv186dOzVz5kz98MMPmjZtmiSppqZGeXl5cjqdMgxD119/vY499lg9+uijys/PV15envLy8lRTU6OxY8cqJiZGN9xwgzIzM/X111/rnnvu0b333uupcoEOb2+xue1X79D6f5RiGDkAAADQbnhszrbVatW8efN07bXXauDAgerTp4/mzp2rlJQUSWZP9sSJE7V9+3aVl5crIyNDkhqsSC6ZvdoTJkzQggULNH36dI0cOVKRkZG6+eabNX36dE+VC3R4++rDdq/gUqlOUiQrkQMAAADtRZvCtmEYDV6npaVp6dKljR47YcKEBsf/+rO/NmTIEH3xxRdtKQ8IaDklZtjuaq3fUz6ymx+rAQAAAHAwjw0jB+BbrrDdRaxGDgAAALQ3hG14zbdb8jT5xWV6ceFW1dY5/V1OwMmpH0YeXVdgNrBAGgAAANBueGzONnCwt7/fpb/M+0V1TkM/7y7S/zL26elLRyqlS4S/SwsYOcUOWeRUeDVhGwAAAGhv6NmGRzmdhh77LEP3zl2nOqeh8WmJigoN0qpdRTrz2aV65/tdTc7XR/PsK3EoRuWyGrVmQwQLpAEAAADtBWEbHlNZXaeb3/pJs5ZskyT9ftIAvX7NMfr89ydqbGq8Kqrr9Ke563TVaz9o+dY8QncbGIahnBKHEiz187XtsVJQqF9rAgAAAHAAw8jhEYZh6Po3ftS3W/MUYrPq8YuO0uRRSZKkXnHhevv6dP3f0m164stNWrI5V0s256pfYoSuSE/RhWN6Kdoe7OfvoGMpqayVo8apRGt92GYIOQAAANCu0LMNj/h07V59uzVPYcE2vXX9se6g7WKzWnTjSf204PfjdXl6b0WE2JSZW66H5m9Q+t//p39/u52e7hbYW1IpSeobWh+2o7r7sRoAAAAAv0bYRps5aur0j883SpJuntBPx/SJP+yx/RIj9dfJw7Xiz6fokfOHqn/XSFVU1+nRTzfohjk/qbiixldld2iulcgHh+SZDfF9/VgNAAAAgF8jbKPNXl6yTdlFleoZY9f1JzYv9EXZg3XlcX301fTxeuT8oQqxWfXVhn0667mlWr2r0MsVd3z76vfY7mfbZzYQtgEAAIB2hbCNNskpdmjmokxJ0p/OGqywEFuLPm+xWHTlcX0095bjldIlXNlFlbr4pe/0KsPKjyinuEqS1MvIMRsI2wAAAEC7QthGmzy+YKMqa+o0JiVO5x7Vo9XnGZYUo/m3n6Czh/dQrdPQI59u0COfbpDTSeBuTE79nO3EmmyzgbANAAAAtCuEbbTa6l2FmrvaDHsPnDNEFoulTeeLtgfrhd+O0n1nDZYkvbZsh37/7s+qrnW2udZAk1PsUIzKZK8tMRviUv1bEAAAAIAGCNtoFcMwe58lacroXhqRHOuR81osFl0/vq+euXSkgqwWfbJmj659/QeVVdV65PyBIqekSn0s9UPIo3pKIeH+LQgAAABAA4RttMqXG/Zp9a4ihYfYdPcZAxs/KHuV9J9Lpa8fkvaulVowB3vyqCT9++pjFB5i09ItefrtKytUUF7tmeIDwL4Sx4GwzRByAAAAoN0hbKNV3vhuhyTpquP7qFu0/dADfn5bevUMafMC6dunpVknSi8cIy18TNqzWqoub/IaJ6Ul6u3r0xUfEaK1WcW65a2fVFvHkHJHTZ0KyqvVx+JaiZwh5AAAAEB7Q9hGi23dX6ZlW/NltUiXp6c0fLOuVlpwrzTvJqmuSuo/SRp8nmQLlfK3SIv/Ib08Qfp7T+npYdKcC8zjd61stOd7RHKs3rkhXREhNq3YVqDHv9jkm2+yHdtfYq5E3pdtvwAAAIB2K8jfBaDjeXPFTknSKYO7KSk27MAb5fnSB1dL25eYr8ffLU24V7JaJUeJtOlz6ZcPpewfpYp8qXi3+ZX5jbRihtR9uDT2BmnYRQ3mIKd1i9K/Lh6hW95apZeXbNNRvWJ0zlE9ffgdty859Xts9w/KlZwibAMAAADtEGEbLVJeVasPf8qSJF1xcK92jUN6/Vxp/3opOEK64CVpyHkH3rdHSyMuNb8kM5jnb5HyNku7VpghPGed9Mnt0pf3S0dfI437vRQWK0k6a3gP3XhSX81avE13f7BWad2ilNYtyjffdDvjCtvJqp+z3aWfH6sBAAAA0BiGkaNF5v2crdKqWqUmROiE/gkH3vjmUTNoRyRK133dMGg3JqKL1DtdGn2lNHmGdGeGdOqjUmyK5Cgy53k/N0paOUuqq5Ek3XXaQB3fr4sqqut045yfVOKo8d432o7lFFcqWuWKdhabDWz7BQAAALQ7hG00m2EYmvOdOYT88vQUWa31+2rv+Fb67kXz+XkvSN2GtPzk4fHSuDukO1ZLl/1HShgoVRZIn98tvXislPGpgqwWPf+bUeoZY9f2vHLd+taqTrklWE5xlVJci6NFdpNCI/1bEAAAAIBDELbRbD/sKNTGnFLZg626aHQvs9FRIn10syTD7KUeeEbbLmK1SYPOlm5eLp39lBSeIBVkSu9OlT65TV3sFs28fIxCgqxauiVP57/wrbbuL2vz99aRsO0XAAAA0P4RttFsc+oXRps8Mkkx4cFm44I/ScW7zOHfp//dcxezBUnHXGv2dJ9wp2SxSqvflN68UCMSDL1zQ7q6R9uVmVuuyS8u0xfrczx37XYup8RxoGebsA0AAAC0S4RtNMv+UocW/LJXknTFcfULo2V8Kv38liSLdMEsKdQLC5bZo6VJD0q/eVcKiZR2LJX+b5JGRxRo/u0naGxqvMqqanXjnJ/0ry82dop9uHOKHepjZY9tAAAAoD0jbKNZ3vl+t2rqDI1JidPQnjFSeZ40/3fmm+PukFKO824BaadJ076QontJ+Vul/ztFibkr9NZ1x2raODNwvrgwUxfOXK6MvSXercWPnE5D+0ocSnEPI2clcgAAAKA9ImyjSbV1Tr39/S5JB233teRfUkWe1HWoNPE+3xTSfZh0/f+knqOlykLpjfMU/O5v9cAxTj172UhF24O0NqtY5z7/rZ78cpOqaut8U5cP5ZdXq9ZpKJU52wAAAEC7RthGkxZuytXeYofiI0J05vDuUtEu6cdXzTfPeEwKCvVdMVHdpav/K4252pzHvflz6aVxOn/r/Vp4TS+dPrSbap2Gnv9mq85+7lv9kl3su9p8YF+JQ5GqUIKlvveeYeQAAABAu0TYRpPeWmkujHbxmF4KDbJJi/4p1VVLqSdJfU/yfUEh4dK5z0q3fi8NvdBs++VDdZl9gmaFPKt3TncqISJEW/eX6fo3flRNAM3jzil2KMWy33wRniDZY/xbEAAAAIBGEbZxRLsLKrR4c64k6Tdje0u5m6U1/zHfPOUBP1YmKWGAdPFr0o1LpbQzJMMpZXyi9MWXa0WXh3VV+HLlF5fq818CZ6XyvQ3mazOEHAAAAGivCNs4ore/3yXDkE4ckKA+CRHSwr+aoXbQOVKvo/1dnqnHUdJv35Vu/k4afZUUZFfQ/nV62PmCZgf/U7O/zfR3hR6zr9ihPq5tv7qwOBoAAADQXhG2cVjVtU699+NuSdLUY3tLe1ZLGz6WZPHdomgt0W2IdN5z0p0Z0ikPyggO1/G2Deq35xOt2lXo7+o8IqfEoT70bAMAAADtHmEbh/XlhhzllVWra1SoThncTfrmr+YbR11iBtv2KjxeOvFOWSb+WZL0p6C39c6SdX4uyjP2lTiU4t5jm7ANAAAAtFeEbRzWf1aa231ddkyygnd/J239WrIGSRP+5OfKmunYm+SIG6AullIN3/S89hZX+ruiNssuqjyoZ5uVyAEAAID2irCNRmXmlml5Zr6sFunSY5Kl/z1ivjH6qo7To2oLlv28pyRJv7V+pS+//sLPBbWNYRgqKCxUN0uR2dBR/jsAAAAAnRBhG416u75X++RBXZWU+620e4UUZJfG3+Xnyloodbz2Jp8tm8XQyHV/VWVVjb8rarW8smp1rzN7tY2weCkszs8VAQAAADgcwjYO4aip0wersiRJU8ce1Ks99gYpuocfK2udrlP+pQrZNUJbtObTGf4up9WyCivcQ8gt9GoDAAAA7RphG4d478fdKqqoUVJsmE6qXSbtWyeFREknTPd3aa1ii03Suv43S5IG/fKEjPJ8P1fUOg3naxO2AQAAgPaMsI0GHDV1enHhVknSzeNTZF34N/ON4283V/nuoAZfcLe2Gr0Ua5Qof87VktPp75JaLKuwUikWViIHAAAAOgLCNhp4+/td2ldSpaTYMF0avEQqyJTCu0jH3eLv0tokOiJcS4Y/JocRrIScJapd9E9/l9Ri2YWVSrXSsw0AAAB0BIRtuFVW12nGokxJ0h0nJSt46b/MN078gxQa5cfKPOOSc8/SP4JulCTZlvxT2vK1nytqmazCCvW3ZJsvEgb4txgAAAAAR0TYhttbK3cqt7RKveLCdJHxpVSSLUUnSUdf6+/SPCIyNEhDz7xJb9WeIosMOT+8Virc4e+ymq00P0cJlhLzReJA/xYDAAAA4IgI25AkVVTXamZ9r/adJ/aQ7Vtzf2qddLcUbPdjZZ41ZXQvze12u3529pXVUSS9d6VU4/B3WU0yDEPhJeZc+pro3lJIhJ8rAgAAAHAkhG1Ikt74bqfyy6uV0iVc5+fNlCrypPh+0sip/i7No6xWi+47f6Ruqf69CoxIae8a6euH/F1WkworatS7ztz73Np1sJ+rAQAAANAUwnYT6pyGv0vwurKqWs1abPZq/3XYftlWvW6+ce4zki3Yf4V5yejecUofNUJ/qDG3AzNWvS45Svxc1ZFlF1YqzWLufW7rNsjP1QAAAABoSpC/C2hPKqprtXpXkX7eXaQ1u4u0JqtIeWXVOmNod908oZ+GJcX4u0SveH35DhVW1Gh4F0MnZDxkNo69UUod79e6vOmeMwdp4vq92ursqf41e6RfPpSOvsbfZR1WVmGF0qxm2FYiPdsAAABAe0fYrpddVKkpM5Yrp+TQ+bv/XbdX/123VyelJeqWCf00NjVeFovFD1V6XnFFjbtX+4UuH8iya4+5rdSkB/1cmXd1i7br1okD9O7XE3Sf9T/S6jntOmxnF1VqbH3PtrrSsw0AAAC0d4RtSVW1dbrlzZ+UU+JQQmSo0vvGa2RyrEYkx8pus+r/lm3X/DV7tHhzrhZvztVZw7vr+d+Mls3a8QP3y0szVeKo1ZXxGUrZ9ZEki3T+jE6xANdlxyTr9C9P1N3GuwrO/knat17qNtTfZTWqcH+2ulhKZcgiSwIrkQMAAADtHXO2JT08f4PWZBWrZ1itPju7Wi8kL9R1ex7UMfNO0vDX+ulZx/36adIW3TYySCE2qz5bl6MXF271d9ltlltapdeW7VCMyvRn50tm43G3SinH+bcwH+kSGapevVL0tXO02bBqjn8LOpLcjZKksrAkKSTcz8UAAAAAaEqn79l+78fd+s/KXRpm3a65IU8q5OOCQw/asVRxO5bqj5Kuj0/T3wtO0tNfS2NS4jSuf4LPa/aUGYu2qqK6TrNj3pbdkSt1GSCd/Bd/l+VTJw/qqnezJ+hM2w/S2nekUx+WgkL9XdYhwovNf9ypik9TlJ9rAQAAANC0Th22f8ku1v3zftEIy1a9G/4vhVSVSlE9pd7pUo8RUs+RUmQ3KXOhtOkzaedyxZRu1j+DNyupNle/eztYn/1uvLpGd7x9qLOLKvXWil063fqDJlQtlCxW6YKXpOAwf5fmUycP6qpnvhqhHCNe3SsLpI2fSsOm+LusQ3Sp2CZZJBvztQEAAIAOodOG7aKKat381k8aVpehN+3/kr22Qup9nPTb9yR7dMODuw6WjrtFqiiQVs6SFv9DdwTNU2SVQ3f8J0JvXn+cgmwda0T+c19vUURdkR4Pf01yShr3O6nX0f4uy+eG9oxWQlSY3qscrzuC5plDydtZ2C6urFGqsUuySOG9hvm7HAAAAADN0LESoocYhqF7PlyrnoWrNCf0nwozKqQ+J0pTPzg0aB8sPF6aeK901hOSpGlBC3RB1uN65qsMH1XuGdtyy/TBqiw9GjxbMc4icyupCff6uyy/sFgsmjiwq96rm2A2bFsoFe70a02/llVQrgH1K5GH9mifC7gBAAAAaKhThu13f9itkoxvNDvknwqXQ+o70ezRDo1s3gnGXi9NfkmGrLo0aJEGLbtT/1u327tFe9DTX2/RGfpO59hWSBabdMHMdjlP2VcmDuqqLKOrfrIeZTb8/JZ/C/qV3JwsxVvK5JRFSkjzdzkAAAAAmqHThe3M3DJ9Mn+u/h38hMIs1dKA06TfvNPyFZ5H/kaWS15XrSVI59hWKPyDy7R5Z5Z3ivagjTkl+m5Nhh4NftVsOPEPUs9R/i3Kz04YkKBgm0WzHePNhtVvSs46/xZ1kIrsDZKkvOAerEQOAAAAdBCdKmxX1zr1wpvv6yXrPxRuqZLR92Tp0jel4FYucDbkPOk376rSEqbjLL/IOvtsFe7d4dGaPe35r7fob8H/VrylTOo2XBp/l79L8rvI0CCNTY3Xl86j5QiKkUqypQ3z/F2WmyXXnKZQFNHPz5UAAAAAaK5OFbbf/Pi/erDoPkVbKlXd63hZLnurzcOng9ImqfaK+cq3xKm/sUN1r0xSzd71HqrYszbvK1Vwxgc63fajDGtw/fDxEH+X1S5MHNhVVQrRp+HnmQ0L/y7V1fq3qHrhxVskSVVxA/xcCQAAAIDm6jRhe/Wq73Xe2lsUaylXUfxIhVzxnseG5Eb1PUalUz/TdqOnEpy5qn3lNBnbFnvk3J70+hff6eGg2ZIky0n3SN2H+7egduTkQV0lSX/NnygjrIuUv1Va87afqzJ1qdgmSbJ2HeznSgAAAAA0V6cI2yV7M9Xrk0uVYClRtn2AYq//WAqN8ug1+vQfouwpH+tHZ5rCnGUy5lwgLXtOMgyPXqe1tuSU6OQtf1eMpUKVCcOlE37v75Lalb6JkerTJVxFdXZtGnC92bj4n1JtlX8LMwz1qjVXRw9PZtsvAAAAoKPoFGG70halvOAe2mFNVuyN/5XCYr1ynROOStMvp7yhuXUnyGrUSV/dL713heQo9sr1WuL7eS/oFNtq1ShYYZe8ItmC/V1SuzOxvnd7Tu0kKaqnVLxb+mm2X2sqL9ijWJWpzrAoIYWwDQAAAHQUnSJsd+vaVQPu/EL2az9TRFw3r17rqvGDtCn9X/pLzTWqNmxSxnzp5YnSPv/N496RuUnn7n1OkpQ/9o8Sw5Eb5RpK/tWWYhmuheOW/EuqLvdbTQXb10qSsizdFBV1hD3gAQAAALQrnSJsS1JQWJS6J/X2+nUsFov+dNZgBadfr4urH1S2kSAVZEozx0nPjZLemWouvrX+I6ks1+v1yDDkmHuroi2VygwdrO5nsPr44YxNjVd4iE37S6u0OvEcKa6PVJ4rrXzJbzVVZP8iSdobnOK3GgAAAAC0XKcJ275ksVj0wDlDNPzYk3VO1V/1Td0oSYZUsE3a+Kk5F/j9q6Un06TZ50jfvyKV5nilltxFMzSo/Ac5jGDVnTdDstq8cp1AEBpk0xlDu0uS3v5hrzTxPvONZc9KlUX+KSp3oySpMKKvf64PAAAAoFUI215isVj0yHnDdNrRQzWt5i4d7ZipW2wP6j9xN+uXrueqJGaQZDilHUulz/4oPTlIev08zw4337NacUselCR93OVapQ0d7blzB6ip6eboh/lr96i473lS1yHmnPvlz/ulnvAic9uvytiBfrk+AAAAgNYhbHuR1WrRYxcO1xXpKSqwxOiz8oH6894Tdc6u3+iofQ9oUt3z+rT7rSpPrO/53r5YmjVe+vphqaaybRevKFDVfy5XkFGjr+rGaOiF93rkewp0o3vHaVD3KDlqnJq7Zq808c/mGytnSRUFvi3GMBTv2var2yDfXhsAAABAmxC2vcxqtejRycO0/uEz9OHNx+vh84bq4jG9lJoQoa01XXTbjnEauvsuXRPzb2V1P0Vy1krfPiXNPF7avqR1F3U6ZXx0o0LLsrTT2VWLhjyiYb1iPfp9BSqLxaKpx5q922+t3CVj4NnmfuTVpdJ3L/q2mLJ9inCWqs6wKCJpiG+vDQAAAKBNCNs+EhZi05iUOF11fB/96+IR+uYPJ+m9G4/T5JE9FRJk1cJ9YTphx7V6uccjckZ2M+d3v36u9NldLd/r+dsnZdnypRxGsO5w3qnbzhrjnW8qQE0elaTwEJu27i/T9zsKpZPuMd/wde/29qXmg9FDPRNifXddAAAAAG1G2PYTi8WisanxeuayUVp57ym66/SBCrZZ9Pft/XVx0HMqG36leeD3L0uvniEV7mzeiTMXylj4d0nS/bXX6MQTT1aPmDAvfReBKcoerPNHJkkye7c18Gyp2zCzd3vFTJ/VUffTG5KkT53p6hUb7rPrAgAAAGg7wnY7EBcRolsn9td/rk9XQmSIfsqp04nrz1XGxP+T7LHSnlXSrBOlTZ8f/iSFO6TP75He+a0shlPv1E7QwrDTdNOEfr76NgKKayj557/sVV5FjXTS3eYbK1+SKgu9X0DBdtl2LpHTsOgz2ymKDgvy/jUBAAAAeAxhux05pk+8PrntBA1LilZhRY3O+SJCnxz3rpR0tLki9tuXSXNvNLeiWvu+tGOZOa/73SvMPbxXviTVVOhHDdGDtVfr95PSFBlKSGuNYUkxGpEcq5o6Qx/8lCUNOlfqOlSqKvFN7/bPb0mSvnUOU1hiH1ksFu9fEwAAAIDHELbbmZ6xYfrgpuM1eWRP1TkN3fF5vmYPnCml32IesPYd6asHpLnXSbPPMud1Z3xibiPW7xS9O+g5XeS4T70S43TZMcn+/WY6OFfv9n9W7pJTlgO92ytmerd321knrTbD9rt1EzWuf4L3rgUAAADAKwjb7ZA92KanLx2pG8b3lSQ99NkWzbBfK10xTxr3O2n4JVLKCVJ8Xym8izTyctXcsExPdH1M965JkGTRn88arCAb/3nb4tyjeirKHqRdBRVaujVPGly/73ZVibTiJe9deOv/pNI9KlSUvnKO0fi0RO9dCwAAAIBXMMa4nbJYLLr3zEGyB9v03P+26PEFm+Q4ub+mn/rwIUOKN+wp0R/eX6OMvSWSpN+MTdbJg7r6o+yAEhZi05TRvTR7+Q79Z+VOnZSWaPZuv3+12bt9zHVSpBeC8GpzYbSPascpOMSu0b3jPH8NAAAAAF5F2G7HLBaL7jw1TfZgqx5fsEnPfbNV2/MrNLhHlKLtwYoJC1ZmbpleXLhVNXWG4sKD9bcLhuus4T38XXrA+O2xvTV7+Q79L2O/9pc61HXw+ea+2znrpP/eKV3yhuTJ+dRlue6F8N6tm6DjBiQoJIgRCgAAAEBHQ9juAG6Z0F9hwTY9PH+D5q/Zo/lrDj3m1CHd9PcLhisxKtT3BQawtG5RGt07Vqt2FemDn7J0y4T+0vkvSq+cbM6VXz9XGjbFcxdc87bkrNWW4IHa5OitqWnM1wYAAAA6IsJ2B3HNuFSlJkRo6ZY8FVfWqKSyRsWVNapzGvrN2N66cHQSK1Z7yWVje2vVriK9+8Nu3TS+n6w9Rkgn/lFa/A/pv3+U+pwoRXpg2L5hSKvnSJJmV54oSRo/gPnaAAAAQEdE2O5AJgzsqgkDmYvta+cc1UOPzN+gnfkVWrE9X8f3S5BO/IO08b/SPtdw8jltH06++3spb7PqbGH62JGu3vHh6pMQ4ZlvAgAAAIBPMRkUaEJ4SJDOG9lTkvTO97vNxqAQafIMyRokZcyXfvmw7Rf68VVJ0tqYCSpTuMYzhBwAAADosAjbQDP85hhzz+0Fv+SosLzabOxxlDT+LvP5Z3dJZftbf4H8TGnd+5KklypOliSdyBByAAAAoMMibAPNMLxXjIb2jFZ1nVNzV2cfeOPEP5irk1cWSB9Mk2qrW3eBpU9KRp0qU07RF0VJCrJadHy/Lp4pHgAAAIDPEbaBZrpsrNm7/c73u2QYhtloC5YufEUKiZJ2LJX+O91c6Kwl8jOlNe9Ikhb1mCZJGt07TlH2YI/VDgAAAMC3CNtAM50/sqfswVZt2V+mVbuKDrzRdbB08WuSxSqtflNa9mzLTrzkCcmokwacpo/2d5ck5msDAAAAHRxhG2imaHuwzh7uWihtV8M3B5wqnfEP8/nXD5mLpjVHfqa09l1JUu34e7Q8M18S87UBAACAjo6wDbTAb8YmS5I+Xbv3wEJpLsfeKB1zvSRD+vB6ac/qpk/o7tU+Xatq+6qsqlZx4cEalhTj+eIBAAAA+Eyrw3Z1dbWGDBmiRYsWudu2bdumiRMnym63a+DAgfr000+PeI4333xTffr0UXh4uM4991zt27fP/Z7T6dTdd9+t+Ph4xcXFafr06aqrq2ttuYBHjEmJ05Ae0aqsqdPz32w99IAz/iH1nyTVVkpzLpBWzZGczsZPlp8prTXnamvCPVq6JVeSdMKARNmsbdyzGwAAAIBftSpsV1VVaerUqcrIyHC3OZ1OTZ48Wampqdq0aZNuv/12XXzxxdq+fXuj51i5cqWuv/56PfXUU1q7dq2qq6t15ZVXut9/6qmn9P777+vrr7/WggUL9NFHH+nxxx9vTbmAx1gsFt171iBJ0pwVO7Qjr7zhAbYg6aLXpJ6jpMpC6ZPbpNfOlHJ+aXhcdYW08G+S4ZQGnC4ljdGX681/bDopjSHkAAAAQEdnMYyWLZ28YcMGTZ06VZL0888/a+HChZowYYIWLlyoc845R/v371dERIQk6eSTT9YJJ5ygRx555JDzXHXVVbJYLJo9e7YkaefOnUpNTdXWrVvVt29f9enTRw899JCuvvpqSdIbb7yhv/zlL9q1a9ch52pMSUmJYmJiVFxcrOjo6JZ8i0CTrnr1ey3enKuzhnfXjKljDj2grkZa+ZK08DGpplyy2KRRl0u1VdLeNVLeJjNoS9L1C7XJNkCnP7NEwTaLfrzvVMWEsxI5AAAA0FrtIQ+2uGd7yZIlmjhxor799tsG7StWrNDo0aPdQVuSxo0bp5UrVzZ6nhUrVujEE090v05JSVFSUpJWrlypvXv3aufOnQ3eHzdunHbv3q29e/e2tGTA4/581mBZLdJn63L0086CQw+wBUvH3y7d9oM05HxzXvaq181h47kZZtCO6Cqd8qCUNFqfrt0jyezVJmgDAAAAHV9QSz9w0003NdqelZWlpKSkBm09e/ZUdnZ2i4/PysqSpAbv9+xprgKdnZ2tHj16HHK+qqoqVVVVuV+XlJQ047sBWmdg9yhdekyy3v5+t/763wzNvfl4WSyNzLOOSZIueUPa8rW04SMpprfUY4TUc6QUZW7zZRiG5q8xw/a5I3r68LsAAAAA4C0eW43c4XAoNDS0QVtoaKgqKytbfLzD4XC/Pvg9SYc932OPPaaYmBj3V3Jycqu/F6A5pk9KU3iITat3FemzdTlHPnjAJOn8F6UJ90gDz3AHbUlav6dEO/IrZA+2atLgbl6uGgAAAIAveCxs2+12d0h2qaqqUlhYWIuPt9vtktTgfVev9eHOd++996q4uNj9tXv37lZ/L0BzdI2268bx/SRJ/1ywUVW1rVst39WrfcqgbooIbfFgEwAAAADtkMfCdlJS0iHzqbOzsw8ZKt6c412fOfh913D0w50vNDRU0dHRDb4Ab7t+fKq6RoVqV0GF/m9p4yvvH4nTaejTteaf83NHHDo9AgAAAEDH5LGwnZ6erlWrVqm8/MBWSEuXLlV6evphj1+6dKn79fbt25Wdna309HT17NlTycnJDd5funSpevfu3eh8bcBfwkOCdM8Z5lZgT3+1Wat2Fbbo86t3Fyq7qFKRoUGaMLCrN0oEAAAA4AceC9sTJkxQ7969dfvtt2vnzp2aOXOmfvjhB02bNk2SVFNTo7y8PDmd5nZHN954o95++219+OGH2rZtm2699VadeeaZSk1NlSTdfPPNeuihh/TDDz/op59+0iOPPKJbb73VU+UCHnPh6CSdfVQP1ToN3f6f1SquqGn2Z+evMXu1TxvSTfZgm7dKBAAAAOBjHgvbVqtV8+bN05YtWzRw4EA9++yzmjt3rlJSUiRJy5YtU2Jionuf7HHjxmnGjBmaPn26hg4dquDgYL3++uvu89111106//zzddppp2nSpEmaMmWK/vjHP3qqXMBjLBaLHrtwuHrHhyu7qFL3fLhWzdm+vq7BEHJWIQcAAAACicVoTirogNrDJuboXNZmFWnKzOWqqTP0yPlDdeVxfY54/PKtefrt/61UbHiwvv/zJIUEeezfvgAAAIBOrT3kQX67BzzkqF6x+tOZgyVJf/00Q79kFx/x+PlrzVXIzxjanaANAAAABBh+wwc8aNq4Ppo0uJuq65y67vUf9fm6vY0OKV+z+8De3AwhBwAAAAIPYRvwIIvFoicuPkp9uoQrp8Shm99apUtfXuHu5d6YU6Lr3/hR57+4TMWVNeodH65jU+P9XDUAAAAAT2PONuAF5VW1mrU4U7OWbFNVrVMWizQqOVardxfJMCSrRZo8Kkl/OG2gkmLD/F0uAAAAEFDaQx4kbANelF1UqccXbNTHP+9xt519VA9NnzRA/btG+bEyAAAAIHC1hzxI2AZ8YNWuQn25fp/OHdFDQ3vG+LscAAAAIKC1hzwY5JerAp3M6N5xGt07zt9lAAAAAPARFkgDAAAAAMDDCNsAAAAAAHgYYRsAAAAAAA8jbAMAAAAA4GGEbQAAAAAAPIywDQAAAACAhxG2AQAAAADwMMI2AAAAAAAeRtgGAAAAAMDDCNsAAAAAAHgYYRsAAAAAAA8jbAMAAAAA4GGEbQAAAAAAPIywDQAAAACAhxG2AQAAAADwMMI2AAAAAAAeRtgGAAAAAMDDCNsAAAAAAHgYYRsAAAAAAA8jbAMAAAAA4GGEbQAAAAAAPIywDQAAAACAhxG2AQAAAADwMMI2AAAAAAAeRtgGAAAAAMDDCNsAAAAAAHgYYRsAAAAAAA8jbAMAAAAA4GGEbQAAAAAAPCzI3wV4i2EYkqSSkhI/VwIAAAAA8CVXDnTlQn8I2LBdWloqSUpOTvZzJQAAAAAAfygtLVVMTIxfrm0x/Bn1vcjpdGrPnj2KioqSxWLxdzmdQklJiZKTk7V7925FR0f7u5yAxD32Pu6x93GPfYP77H3cY+/jHnsf99j7uMee15x7ahiGSktL1bNnT1mt/pk9HbA921arVb169fJ3GZ1SdHQ0P0i8jHvsfdxj7+Me+wb32fu4x97HPfY+7rH3cY89r6l76q8ebRcWSAMAAAAAwMMI2wAAAAAAeBhhGx4TGhqqBx98UKGhof4uJWBxj72Pe+x93GPf4D57H/fY+7jH3sc99j7used1lHsasAukAQAAAADgL/RsAwAAAADgYYRtAAAAAAA8jLANAAAAAICHEbYBAAAAAPAwwnaA2r59u84991zFxMQoNTVVjz32mJxOpyRp1apVOvroo2W32zVq1CitXLnS/bna2lo9+OCD6t27t+Li4nTBBRdoz549jV7jxhtv1IQJE5qs5Y033lBaWpoiIyN18skna+PGja2ufcKECbJYLId8TZs2rZl3xnPa0z1+6aWXlJycrPDwcE2ZMkX79u1rde2StGvXLp111lmKiIhQ//799d577zXjjrRde7qnLnPmzGn0+CeeeEI9evRQZGSkrrzySpWVlR3xPF988YVGjhypyMhIHX/88frxxx9bdD1P6Uj32OXaa6/VQw891OR5Fi5cqGOOOUaRkZE66qij9OmnnzZ4//HHH1dKSopiYmI0efLkw9bfVh3lHpeXl+v2229Xjx491LVrV11zzTUqLi4+4nnef/99DRs2TJGRkTr22GP13XffNXj/gw8+0KBBgxQREaHTTjtNO3bsaHaNbeGtez5//vxD/r656KKLmlXTo48+qquvvrrJ437++WdNmDBBUVFRSktL06uvvtrocdu2bVN4eLgWLVrUrOt7W3u553V1dbrnnnvUvXt3JSQk6IYbbmjy5/EPP/yg448/XhERERoxYoS+/PLLNt4Nz+kM93XJkiVKTU1tyW3xqPZyjw+2fPlyWa3WJn9mNvXzoqW/D3pCe7qfCQkJh3zmSH9uj/R7g2EYevjhh9W1a1dFR0fr2muvVXl5ectvkIGAU1VVZQwdOtS4/PLLja1btxoLFiwwEhMTjRkzZhilpaVGt27djPvuu8/YsWOH8ac//clISEgwSkpKDMMwjL/+9a9Gnz59jMWLFxubNm0yzj77bCM9Pd1wOp0NrrF06VLDYrEYJ5100hFr+e6774zg4GDjjTfeMHbs2GHccccdxoABA4zq6uoW124YhlFUVGTk5ua6vz777DPDZrMZK1eubPuNa4H2dI+/+OILw2azGTNnzjQ2b95sXHXVVcaYMWOM2traFtduGIZRW1trDB8+3Jg8ebKxdetWY/bs2UZwcLCxdu3att+4I2hP99Rl8eLFRkRExCHHv//++0ZcXJyxcOFCY926dcaoUaOMG2644bDn2bp1q2G3241nn33W2Llzp/Hkk08aCQkJRn5+frOu5ykd6R67PPHEE4Yk48EHHzziebZs2WKEh4cbTz/9tLF9+3ZjxowZDf7cvvPOO0ZUVJTx3//+18jMzDQuvvhir9znjnSPr7vuOmPUqFHGTz/9ZKxZs8YYO3ascckllxz2PEuWLDHsdrvx5ptvGtu3bzfuv/9+Izo62ti7d69hGIaxfPlyIzg42HjllVeMbdu2GRdccIFx7LHHNv/mtZI37/k//vEP4+yzz27w947rs0fy7rvvGjabzbjqqquOeFx+fr7RrVs34+677za2bdtmvPvuu4bdbjc+++yzQ4499dRTDUnGwoULW3yPPK093XPX+ZYtW2ZkZGQYp5xyijFt2rTDHl9cXGx06dLF+NOf/mTs2LHDmDNnjhEVFWVs2rTJszepFTrDff3ll1+M7t27GykpKW2/Ya3Qnu6xS3V1tTF06FBDkrF9+/bDHtfUz4uW/j7oCe3pfubk5BiSjG3btjX4zOE09XvDrFmzjMjISOO9994zMjIyjNNPP92YPHlyi+8RYTsALVmyxAgNDTUqKircbX/729+McePGGa+++qrRp08f9x9kp9Np9O3b1/j3v/9tGIZh9O3b13j11Vfdn8vOzjYkGVu2bHG3VVVVGUOGDDFOPPHEJn/Ze/zxx40xY8a4X5eUlBiSjJ9//rnFtf9abW2tMWrUKOOuu+46Yg3e0J7u8bnnnmtcccUV7tcVFRVGXFyc8eWXX7a4dsMwjE8++cSIjY01SktL3e+fd955xqxZs5q6LW3Snu6pYRjGQw89ZNjtdmP48OGHHD9+/PgG4W/x4sVGaGioUV5e3ui5Fi5caNxxxx0N2mJjY4158+Y163qe0pHucXFxsXHRRRcZXbp0MZKTk5sM24888ogxfvz4Bm2nnnqqcd999xmGYRi33HKLMWXKFPd7a9euNSQZRUVFTdbZEh3lHldXVxt2u9345ptv3G3Lli0zbDab4XA4Gj3XtGnTjCuvvLJBW1pamvHKK68YhmEYF154oXHddde539u+fbuRnJx8xF92PMGb9/yqq65q0d8xNTU1xk033WSEh4cbaWlpTYbtN954o0F9hmEY119/vTF16tRDjhs/fny7Cdvt6Z4/+OCDxocffuh+PW/ePCM2Nvawx69bt86YOnVqg3s+cuRI45lnnmn2Nb0l0O+rK7yMHDnSb2G7Pd1jF9ffX02F7aZ+XrT090FPaE/3c+HChUZiYmKzj2/q94bhw4cb999/f4P6LBaLsXnz5mZfwzAMg2HkAWjQoEGaP3++wsLC3G0Wi0Xl5eVasWKFTjjhBFksFnf78ccf7x7WMWvWLJ199tkNPiepwbCJxx57TKNGjdLJJ5/cZC2jRo3Shg0b9P3338swDM2ZM0eSFB0d3eLaf+21117Ttm3b9Je//KXJOjytPd3jzMxMpaenu1+HhYVpwIABhwzvbE7tkrRo0SJNmjRJkZGR7vc//vhj3XDDDU3W0hbt6Z5K0jfffKPPP/9cF154YYN2wzD0/fff68QTT3S3paenq7a2VmvWrGn0XBMmTNCzzz4rSXI6nXr11VdVVFSkmJiYJq/nSR3lHkvmsLTq6mr98MMP6tu3b5PnuvTSS/Xkk082aDv4z/WoUaP07bffauvWraqrq9Nbb70lu92ukJCQZtXaXB3lHhuGoblz5+qYY45pcL26ujpVVlY2eq7bb79dd9999yHtB//smDx5sru9T58+2rVrlxISEppVa2t5855v2LBBAwYMaHYtZWVlWr9+vZYtW6bjjjuuyeNPOukkvfHGG+7rHly7S35+vv70pz9p5syZza7D29rTPX/ooYfcf76Lior0yiuvNPjZ+mvDhg3Tm2++6b7u559/rvXr1x/xM74S6Pd1wYIFmj17tn73u981uw5Pa0/3WJI2b96smTNn6oknnmjy2KZ+XrT090FPaE/3s6XHN/V7w6/vZ8+ePZWYmNji+0nYDkCJiYk69dRT3a+rqqr06quv6uSTT1ZWVpaSkpIaHN+zZ09lZ2dLkiZNmqSuXbu635sxY4a6d++uwYMHS5I2btyol156SU899VSzapk0aZL++Mc/6thjj5Xdbtfvfvc7Pfjgg4edq3Ok2n/tueee080333zY4O5N7eked+3aVXv37nW/djqdysrKUk5OTotrl8wfLsnJybr77ruVnJysMWPGaP78+c2qpS3a0z2VpMWLFzc6JzYvL08Oh6NBPSEhIerSpYu7nsPJzMxURESErr32Wl1zzTU66aSTmryeJ1FIQRQAAA00SURBVHWUeyxJI0aM0Mcff9zseX1paWk6+uij3a8zMjK0cOFC95/r6667TqeffroGDBigsLAwPf/883ruueca/ILgCR3lHoeEhOjMM89s8I9qM2bM0OjRoxUbG9vouUaOHKmhQ4e6X//vf//T5s2bNXHiRBUVFamgoEC1tbU69dRTlZSUpClTpjT42eQt3r7ny5cv1/Dhw5WWlqYHHnhANTU1h60lNjZWS5Ys0ciRI5tVe+/evRv8w11ubq7ef//9Bn/n3Xnnnbr66qs1ZMiQZp3TF9rTPXd55JFHlJCQoCVLluj5559v8vjq6mpFRkbqrLPO0sknn6zLLrusWd+7NwX6fZ07d66mTJnS5Dm8qb3d4xtvvFEPP/ywEhMTm6y9qZ8X/9/e3cY0df1xAD9FaQuUlYfa6Ryijjl0BomMGF6YsYwwB2w6o5nIIi644MbAbWFsicnUbQw2H7YY5pJuZI1h2GicUyHbdBIHRAlj24tZFaUw4oihnRjXklbW9vt/4b83vX3iFm/Xi/4+CS96Odx7+iW9Pb/7cG6440ExSCnPS5cuMbfbzYqKilhaWhpbvXo1M5lMQdtPNm7wzdNms7GxsbGw86Ri+x7ncrlYWVkZu3HjBqutrWUOh4MpFApeG4VCEfBMxtGjR1lDQwPbsWMHk8vlDACrrKxkO3fu5H04Qjl16hTbs2cP++KLL1hvby+rqKhgo6OjzOVyhd13b52dncxoNLLq6mpB/YikaGe8YcMGduDAAdbX18ecTidrbGxkZrOZTUxMhN13xu7sTPR6Pbt16xZrb29n5eXlbO3atezXX38V1B8xRDvTUBwOB7d9If3xNmvWLNbb28u++uorZjKZ/pNCJBgpZ3y3zGYzW7NmDcvJyWElJSWMMcaam5vZ8ePHmcFgYD09Pay4uDhiE6R5TKeMP/vsM9bS0sI+/PBDQe37+/vZxo0b2YsvvsiysrK4CWhqamrY5s2bWVtbG3M4HKy4uJg3+WKkiZn5yMgIs1qtLCYmhun1erZv3z6m1+vZ22+/HZG+j4+PsxdeeIElJyeziooKxtidAxrd3d1RuYJLKKlk/tJLL7G+vj62fv161tXVJajv586dY0eOHGFWqzXkoDwaKNfIi3bGzc3NbGJigm3ZsiXsvgfaX9zNeFAM0c7z8uXL7O+//2Y1NTXs+PHjTKFQsKeeeopZrdZJ+x5o3LBhwwbW0NDABgYG2O3bt7lth51nWBedk2nF5XJh06ZNkMvl+OmnnwAARUVFqKur47Wrq6tDcXExb1l7ezvkcjkqKiq4ZTqdDnl5edy9Fzt27ODdA7hq1SokJCRwPwBQWFiIrVu38vq0aNEi6PV6dHZ28trX19eH7Lu36upq5OXlTTEZ8UghY6fTiW3btiE2NhZyuRxlZWV49tln8cYbb0wp42eeeQYLFy6Ey+Xilj3//PMhJwATkxQy9ebb3mw2gzGGixcv8tpptVocOXIE9fX1vPV1dnYGfJ/V1dV+978G2l4kSD1jX08++STvnu1QGd+4cQNZWVmYN28e/vrrL275okWL0NjYyL22Wq1ISkrC2bNng273bkynjHU6HWQyGT744ANuWWVlJW99w8PD3O8GBwfx8MMPIzs7m5us5vr1634T2VksFsTExODcuXMhkhKP2JkD8JuM5+jRo1AqlXA6nViyZAmXz5IlS/z6U15ezrtnu6WlhZdpS0sL9zu73Y6CggIkJSVxk/PY7XZkZGTg+++/59oxidyz7SG1zAHA4XBAo9Ggo6MjZObe9u7d63fvZjTd67l+/fXXUbtn2yPaGY+OjkKr1XKf96GhId492+HuL4DQ48FIi3aewJ25SLzvHXc4HJg1axa++eabKY0bxsfHUVpaihkzZiAuLg5vvfUWli1bFvb8DlRs36OcTidKS0uhVCpx8uRJbvkrr7zCmzwBAMrKyniF1LFjxyCXy7Fp0yZewZWfnw+lUgm1Wg21Wg2FQoEZM2ZArVZjeHgY169fx9DQEPcDAIsXL+ZmufZYv349XnvtNdjtdl77mzdvhuy7t8zMTN7AORqkkrGH3W7nJntavnw59u/fP6WMy8vLUVhYyFtWV1eHoqKiKWcllNQyBfyLFJfLBYVCgTNnznDLbt++zRUVN2/e5K3PbrfjwoUL6Orq4q33888/DzioiXSxPR0y9uVbbAfKGABGR0exdOlSpKenY2BggLeOuLg4vxmec3Nz8cknnwTd7lRNp4ybmpogk8m4CWE8LBYLb33//vsvAODKlSuYO3cusrOzeROfTUxMYObMmWhtbeWtR6vV4vDhw5OHdpcikXkgRqMRjDFYLBZcu3aNy+fatWt+bX2LbavVysvUMwnl+Pg48vPzkZKSgt7eXq792bNnwRjj/udqtRqMMSQkJODVV18NK59IkErmJ0+exMjICO9vPJ/tQJkPDg7ihx9+4LVvb29HfHz8lHIQ2/2Qa7SLbSlkrNfrERMTw322ExMTwRhDYmIiGhoawt5feAs0HowkKeQZTG5uLnbv3j2lcYOH1WqFzWaD2+2GRqPBiRMnJs3EGxXb96iqqirExcX5nRVubm7GggULeDMDzp8/n5sNsLu7G3K5HJWVlX6Pm/EdzG3btg0rVqzgDcR8lZSUoKqqircsKysL77//fth99/BM7X/+/PnQIUSYVDL+9NNPsWfPHu718PAwZDIZ/vjjj7D7DtwpAh966CHe49mee+45vP7665Mkcvekkqm3QEXKypUrsXPnTu51R0cHlEol74iqt8bGRr/C+uWXX8aqVasEbU9M0yVjb77FdiB2ux05OTl45JFHAn7xLl26FLt37+Zee454Hzx4cNL+hWu6ZHz48GHIZDJ89NFHgt6XxWJBeno6cnNzA87inpubi9raWu612WxGTEwM+vr6BK3/bkQi846ODjzwwAO8JzO0tLRAo9EI6pNvsR2I2+1GSUkJNBqN3+MVfQ+WDv3/zNehQ4ciPsO7EFLJPDMzk3fQ7J9//oFarYbBYAjY3mAwIDk5mTfr/q5du5CZmSnwnUfW/ZBrtIttKWTsW0x3dXWBMYauri7uxIivUPsLYGrjQTFIIU8AePTRR6HT6bjXNpsNarUabW1tAdtPNm545513eFcUdHZ2IjY2FmNjY0H7EAgV2/egnp4eMMbQ1NTEe87c2NgYbt26BY1Gg+3bt2N4eBjbt2+HVquF1WqF2+3G4sWLsXLlSpjNZt7fBnoutpCi4PTp01AqlTh48CBMJhPeffddxMfHw2Qyhd133za+zyj+L0kp42+//RYpKSn4+eefcfnyZTz99NN+l+gI7TsAjI2N4cEHH0RFRQWuXr0KnU6H2NjYiO+spZTpZO1bW1uRlJSEM2fO4OLFi8jJyQl5pmlkZARqtRrvvfceBgcHceDAAcycORM//vjjXfcvHNMpY29Ciu3GxkYoFAqcP3+e1z/PF/WXX36JlJQUnDhxAlevXkV5eTnmzJkTdFAzVdMl4/HxcaSmpqK0tJS3LYvFEvTswtatW5Gamor+/n5ee88j71pbWxEfH49Dhw7hypUrWLNmzX/ynO1IZW6z2ZCWlobS0lIMDAzg9OnTmDt3Lvbu3SuoX0KKbYPBAJlMhu+++463/WCPpJPKZeRSyrypqQkajQanTp3CpUuXsHr1amRkZMBmswVsb7PZMH/+fGzZsgUmkwkGgwEqlSrij7cU4n7JNZrFtpQy9uY5mBboyiSPyfYX4Y4HxSClPN98802kpaVx73/dunXIzs4O+pzxycYN+/btw8KFC/Hbb7/h999/R1ZWlt8JRCGo2L4H1dbWgjHm9+PZsfX09CA7OxtyuRzLly/HL7/8AgC4cOFCwL8L9uUudLBnMBjw+OOPQ6VSIS8vD93d3VPuO3DnkpPk5ORwIhGd1DKur6/H7NmzoVKpsHHjxpBH3YRkbDQakZ+fD7lcjgULFgQ9ki0mqWU6Wfv6+npotVokJCRg8+bNQZ+x7dHT04MVK1YgISEBy5Ytw7Fjx8LanhimW8YeQortJ554ImD/vIud/fv3IyMjA4mJiSgoKIDRaBTcR6GmS8ZtbW1BtxdssKfRaAK29/7f6HQ6pKenQ6FQoKCgAH/++afgPk5VJDM3Go0oLCyESqXC7NmzsWvXLr8zMMEIKbbXrVsXcPvB/rdSKballLnb7cbHH3+MefPmISkpCWvXruXNMRBIf38/CgoKoFKp8Nhjj0mi0Abun1yjWWxLKWNvQoptIfuLcMaDYpBSng6HA7W1tZgzZw7i4uJQUlIS8hLzycYNTqcTNTU1SE1NRXJyMqqqqnhXbgglAwBGCCGEEEIIIYQQ0dCjvwghhBBCCCGEEJFRsU0IIYQQQgghhIiMim1CCCGEEEIIIURkVGwTQgghhBBCCCEio2KbEEIIIYQQQggRGRXbhBBCCCGEEEKIyKjYJoQQQgghhBBCREbFNiGEEEIIIYQQIjIqtgkhhBBCCCGEEJFRsU0IIYQQQgghhIiMim1CCCGEEEIIIURk/wOaXsg183K8lgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = EMA(c)\n",
    "print(e)\n",
    "print(e.get_param('n'))\n",
    "e.plot(legend_on=True)\n",
    "\n",
    "e.set_param('n', 30)\n",
    "e = e(c)\n",
    "e.plot(new=False, legend_on=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看 ind 参数。ind 参数支持：\n",
    "\n",
    "- i : int\n",
    "- s : str\n",
    "- b : bool\n",
    "- d : float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EMA\n",
      "  size: 0\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, n(int): 22, ]\n",
      "  support indicator param: True\n",
      "  ind params: {}\n",
      "  formula: EMA\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#EMA指标有参数 \"n\"，类型\"i\"代表整数\n",
    "print(EMA())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 TA-Lib包装指标\n",
    "\n",
    "在交互工具里对TA-Lib进行了包装，命名方式统一为 TA_FUNC名称。其中，ta-lib指标的lookback属性，用discard属性代替。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: TA_SMA\n",
      "  size: 200\n",
      "  discard: 29\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, n(int): 30, ]\n",
      "  support indicator param: True\n",
      "  ind params: {}\n",
      "  formula: TA_SMA(CLOSE)\n",
      "  values: [nan, nan, nan, ..., 11.168, 11.1893, 11.207]\n",
      "}\n",
      "29\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = TA_SMA(CLOSE(k))\n",
    "print(x)\n",
    "x.plot()\n",
    "\n",
    "print(x.discard)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "query = Query(-200)\n",
    "k1 = sm['sh000001'].get_kdata(query)\n",
    "k2 = sm['sz000001'].get_kdata(query)\n",
    "\n",
    "cr = TA_CORREL(CLOSE(k1), CLOSE(k2))\n",
    "cr.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 动态指标参数\n",
    "\n",
    "在通道信等证券行情软件中，其技术指标中的窗口参数通常支持整数，也支持使用指标，如：\n",
    "\n",
    "```\n",
    "T1:=HHVBARS(H,120); {120内的最高点距今天的天数}\n",
    "L120:=LLV(L,T1+1); {120内的最高点至今，这个区间的最低点}\n",
    "```\n",
    "\n",
    "***自 1.2.3 版本后，Hikyuu 也开始支持使用指标作为窗口参数***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = HIGH(k)\n",
    "l = LOW(k)\n",
    "T1 = HHVBARS(h, 120)\n",
    "L120 = LLV(l, T1+1)\n",
    "L120.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**注意事项**\n",
    "\n",
    "由于无法区分 Indicator(ind) 形式时，ind 究竟是指标参数还是待计算的输出数据，此时如果希望 ind 作为参数，需要通过 IndParam 进行显示指定，如：EMA(IndParam(ind))。\n",
    "\n",
    "最佳的方式，则是通过指定参数名，来明确说明使用的是参数：\n",
    "\n",
    "```\n",
    "x = EMA(c)  # 以收盘价作为计算的输入\n",
    "y = EMA(IndParam(c)) # 以收盘价作为 n 参数\n",
    "z = EMA(n=c) # 以收盘价作为参数 n\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 或者以原型的方式，通过指定上下文计算\n",
    "T1 = HHVBARS(H, 120)\n",
    "L120 = LLV(L, T1+1)\n",
    "L120.set_context(k)\n",
    "L120.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
